{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Local join counts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following notebook we review the different type of local join counts (LJC) put forward by [Anselin and Li (2019)](https://econpapers.repec.org/article/kapjgeosy/v_3a21_3ay_3a2019_3ai_3a2_3ad_3a10.1007_5fs10109-019-00299-x.htm). LJC focus on spatial phenomenon that take on binary values (e.g. 0 or 1). This suite of exploratory statistics is especially useful to analysts who want to focus on different types of what Anselin and Li call 'co-location'; that is, the presence or absence of specific 0 or 1 values. \n",
    "\n",
    "Note that there are several versions of the LJC:\n",
    "\n",
    "- univariate LJC\n",
    "- bivariate LJC (case 1)\n",
    "- bivariate LJC (case 2)\n",
    "- multivariate LJC\n",
    "\n",
    "The use case of each of these statistics, as well as their implementation in PySAL, is provided below."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Univariate LJC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The univariate LJC is a the local version of the 'black-black' (aka 'BB') statistic. This statistic describes the count of the neighbors, $x_j$, of a given unit, $x_i$, that are equal to 1 when the unit is also equal to 1. Formally: \n",
    "\n",
    "Eq 1. $$BB_i = x_i \\sum_{j} w_{ij} x_j$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is important to note that when a given unit $x_i$ is equal to 0, the statistic also becomes 0. Anselin and Li describe the application of this statisttic as:\n",
    "\n",
    "> Hence, the local join count statistic is only meaningful to assess whether locations with an “event” (i.e., $x_i = 1$ ) are surrounded by more locations with events than would be the case under spatial randomness. *Anselin and Li, 2019, Section 2.2 Page 192*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can apply the PySAL implementation of the univariate LJC statistic to its original implementation in [GeoDa](https://geodacenter.github.io/workbook/6a_local_auto/lab6a.html#local-join-count-statistic). We first load in the Guerry dataset and convert the column `Donats` to binary column. This new binary column has a value of 1 for the top three groupings of `Donats` based on a Natural Breaks classification method (and 0 for otherwise)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/serge/anaconda3/envs/dev/lib/python3.8/site-packages/geopandas/_compat.py:84: UserWarning: The Shapely GEOS version (3.8.0-CAPI-1.13.1 ) is incompatible with the GEOS version PyGEOS was compiled with (3.8.1-CAPI-1.13.3). Conversions between both will be slow.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "import libpysal\n",
    "import geopandas as gpd\n",
    "guerry = libpysal.examples.load_example('Guerry')\n",
    "guerry_ds = gpd.read_file(guerry.get_path('guerry.shp'))\n",
    "guerry_ds['SELECTED'] = 0\n",
    "guerry_ds.loc[(guerry_ds['Donatns'] > 10997), 'SELECTED'] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now make a Queen-contiguity weights object to describe the relationship between the units."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = libpysal.weights.Queen.from_dataframe(guerry_ds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now apply the univariate LJC function on the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from esda.join_counts_local import Join_Counts_Local\n",
    "LJC_uni = Join_Counts_Local(connectivity=w).fit(guerry_ds['SELECTED'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `LJC` attribute returned from the function counts the total number of local join counts. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 0., 3., 3., 0.,\n",
       "       1., 0., 0., 0., 0., 0., 0., 1., 0., 1., 0., 0., 0., 0., 0., 0., 1.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 3., 0., 0., 0., 0., 0., 2., 0., 3., 0., 0.])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LJC_uni.LJC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And the `p_sim` attribute contains the p-values obtained from a conditional randomization procedure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  nan,   nan,   nan,   nan,   nan,   nan,   nan,   nan,   nan,\n",
       "         nan,   nan,   nan, 0.457,   nan, 0.026, 0.026,   nan, 0.289,\n",
       "         nan,   nan,   nan,   nan,   nan,   nan, 0.275,   nan, 0.325,\n",
       "         nan,   nan,   nan,   nan,   nan,   nan, 0.297,   nan,   nan,\n",
       "         nan,   nan,   nan,   nan,   nan,   nan,   nan,   nan,   nan,\n",
       "         nan,   nan,   nan,   nan,   nan,   nan,   nan,   nan, 0.459,\n",
       "         nan,   nan,   nan,   nan,   nan,   nan,   nan,   nan,   nan,\n",
       "         nan,   nan,   nan,   nan,   nan,   nan,   nan,   nan,   nan,\n",
       "         nan,   nan, 0.031,   nan,   nan,   nan,   nan,   nan, 0.117,\n",
       "         nan, 0.053,   nan,   nan])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LJC_uni.p_sim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can map these values after placing them back into the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "guerry_ds['LJC_UNI'] = LJC_uni.LJC\n",
    "guerry_ds['LJC_UNI_p_sim'] = LJC_uni.p_sim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From here you may be interested in mapping the LJC..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig,ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n",
    "guerry_ds.plot(color='white', edgecolor='black', ax=ax)\n",
    "guerry_ds.plot(column='LJC_UNI',\n",
    "               categorical=True,\n",
    "               cmap='GnBu',\n",
    "               legend=True, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or mapping the accompanying significance values below a certain threshold..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy\n",
    "guerry_ds['LJC_UNI_p_sim_sig'] = numpy.nan\n",
    "guerry_ds.loc[(guerry_ds['LJC_UNI_p_sim'] <= 0.05), 'LJC_UNI_p_sim_sig'] = guerry_ds['LJC_UNI_p_sim'] \n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "fig,ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n",
    "guerry_ds.plot(color='white', edgecolor='black', ax=ax)\n",
    "guerry_ds.plot(column='LJC_UNI_p_sim_sig',\n",
    "               legend=True, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bivariate LJC (case 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When considering two variables, say $x$ and $z$, in the bivariate LJC, distinctions need to be made about what spatial pattern is of interest. Anselin and Li define two use cases of the statistic. The first use case is when there is **no in-situ co-location**, or where $x_i$ and $z_i$ **no not** take the same value at $i$ or $j$. More specifically, the bivariate LJC case 1 is interested in when both $x_i$ and $x_j$ equal 1 (i.e. $x_i=x_j=1$) as well as $x_j=0$. Substantively, Anselin and Li explain that case is useful when the phenomenon represented by $x$ and $z$ \"cannot occur in the same location\". \n",
    "\n",
    "Formally, this case is represented as:\n",
    "\n",
    "Eq 2. $$ BJC_i = x_i (1 - z_i) \\sum_{j} w_{ij} z_j (1-x_j)$$\n",
    "\n",
    "As above, we apply the PySAL implementation of the bivariate LJC case 1 statistic to its original implementation in [GeoDa](https://geodacenter.github.io/workbook/6b_local_adv/lab6b.html#bivariate---no-co-location). Unlike above, we now move to the [Community areas in Chicago dataset (`commpop`)](https://geodacenter.github.io/data-and-lab//). We are going to examine instances of negative spatial autocorrelation, identified by locations where negative population changes (`popneg=1`) surrounded by more locations with positive popuation changes (`popplus=1`).  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/serge/anaconda3/envs/dev/lib/python3.8/site-packages/geopandas/geodataframe.py:422: RuntimeWarning: Sequential read of iterator was interrupted. Resetting iterator. This can negatively impact the performance.\n",
      "  for feature in features_lst:\n"
     ]
    }
   ],
   "source": [
    "import libpysal\n",
    "import geopandas as gpd\n",
    "commpop = gpd.read_file(\"https://github.com/jeffcsauer/GSOC2020/raw/master/validation/data/commpop.gpkg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We again make a Queen-contiguity weights object to describe the relationship between the units."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = libpysal.weights.Queen.from_dataframe(commpop)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we run the `Local_Join_Count_BV` function. **Note that the order of the variables is meaningful!** Changing the order of the variables will change the implied research question."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from esda.join_counts_local_bv import Join_Counts_Local_BV\n",
    "LJC_BV_Case1 = Join_Counts_Local_BV(connectivity=w).fit(commpop['popneg'], commpop['popplus'], case='BJC')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As before, we can map both the `LJC` and `p_sim` values after placing the results back into the `commpop` dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "commpop['LJC_BV_Case1'] = LJC_BV_Case1.LJC\n",
    "commpop['LJC_BV_Case1_p_sim'] = LJC_BV_Case1.p_sim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n",
    "commpop.plot(color='white', edgecolor='black', ax=ax)\n",
    "commpop.plot(column='LJC_BV_Case1',\n",
    "             cmap='GnBu',\n",
    "             categorical=True,\n",
    "             legend=True, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "commpop['LJC_BV_Case1_p_sim_sig'] = numpy.nan\n",
    "commpop.loc[(commpop['LJC_BV_Case1_p_sim'] <= 0.05), 'LJC_BV_Case1_p_sim_sig'] = commpop['LJC_BV_Case1_p_sim'] \n",
    "\n",
    "fig,ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n",
    "commpop.plot(color='white', edgecolor='black', ax=ax)\n",
    "commpop.plot(column='LJC_BV_Case1_p_sim_sig',\n",
    "               legend=True, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bivariate LJC (case 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now move on to case 2 of the bivariate LJC. Unlike case 1, case 2 **identifies areas with co-location**. Case 2 is explicitly concerned with instances where $x_i=z_i=1$ as well as $x_j=z_j=1$. Anselin and Li refer to this situation as a **co-location cluster (CLC)**.  We formally write this as:\n",
    "\n",
    "$$ CLC_i = x_i * z_i \\sum_j w_{ij} x_j z_j $$\n",
    "\n",
    "We return to the Guerry dataset to demonstrate its implementation in PySAL. We are interested in identifying areas that are in the top Quantile for the variables `Infants` (children born out of wedlock) and `Donatns` (donations). We reload the dataset and create the variables below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "guerry = libpysal.examples.load_example('Guerry')\n",
    "guerry_ds = gpd.read_file(guerry.get_path('guerry.shp'))\n",
    "guerry_ds['infq5'] = 0\n",
    "guerry_ds['donq5'] = 0\n",
    "guerry_ds.loc[(guerry_ds['Infants'] > 23574), 'infq5'] = 1\n",
    "guerry_ds.loc[(guerry_ds['Donatns'] > 10973), 'donq5'] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We again make a Queen-contiguity weights object to describe the relationship between the units."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = libpysal.weights.Queen.from_dataframe(guerry_ds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now run the `Local_Join_Count_BV` command, this time changing the `case` argument to `CLC`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "LJC_BV_Case2 = Join_Counts_Local_BV(connectivity=w).fit(guerry_ds['infq5'], guerry_ds['donq5'], case='CLC')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As before, we can map the `LJC` and accompanying `p_sim` values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "guerry_ds['LJC_BV_Case2'] = LJC_BV_Case2.LJC\n",
    "guerry_ds['LJC_BV_Case2_p_sim'] = LJC_BV_Case2.p_sim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XRRDEpqCcM32rEFdXV1SUV2FyYnLdz9VqtRgY+Ovosr5B0kFqtRo93X2kXABhMe69JBuPXb1jycqSjUSIx67eYVQdJXMiK0oEQWwK1lamX1EKDgkCAPT19qOjvRNJKYl6Pa+yogoJifFwc3NFfl4BMrMy1n1vPp+PmOhYTlq2EISh7r0kG7vO3Iov9zdgaGIWHk5SnLk9yuCVJEtAAiWCIDYFKytr0DoaPL7pF8p9fL3h4+uN/LwCCAVCqNRqhIeHoqurB8EhQXB2dkJDfQPc3Nzh7OIENzdXFBeVIDVtK9Iz0lBdVYO4+Nh13ZPP52NoZICj74ggDGdnIzaqBIClIYESQRCbglgsNnsvtUNXhpRKFbamJqOttR093b2IjAyHxEqC8rJK6HQ6pKZtxfjYBFQq5bqDpINOO/0U7N+/H9u3b2frWyCIZTEMw1kxV1My5DWC5CgRBLEpCAQC6Gja3NNYIJHMbzWEhAYjITEOEisJACAuPgZx8bGgaRpzyjl4eXsZfI9TTzsJn3/xOSvzJYiVSCQSjI+Pm/2DiLEYhsH4+DgkEsm6nkdWlAiC2BQ0Gs2G+MQrEAggEAD9/QMQiURGj6dWG9+ZnSBW4+Pjg76+PoyOjpp7KkaTSCTw8fFZ13NIoEQQxKbg6+uLvt4+BAYFmHsqevH29kLO/jy4ubkaNU5fXx9LMyKI5QmFQgQGBpp7GmZDtt4IgtgUzjrrLFx43mXQarXmnopeNBoNK/3afP18l/26UqnEZ599hqamJqPvQRBHMhIoEQSxKXz22We48ebr8fqre809Fb0IhUJMTkyirKQc+XmFi3pUrcfZ55yB62+4HiMjI4u+fs89dyM43A/f/fg1/vzzTxZmTBBHJspcyVnJyclMWVmZWe5NEMTm8+CDD+DhJ+7F4MAg5HIFQkKDzT2ldZmamsaUbArd3T3w9fVBQKC/3s9VqdS4964H4OHmhdDQMPzy60846ZTjcfqZp+H1V/dibFgGsViM6Oho+Pn5YevWrRx+JwSx8VAUVc4wTPJyj5EcJYIgNgXNgS03Ty/jm2Cag5WVBDY2NvDz94VKqUJ+XiEys9L1eq5YLMLuV59HU2MLeDwezr7g1IXHPDzccfoZp8Hdwx2lJWUoKSuAXC7Hjh07uPpWCGJTIYESQRCbglpt+hYmbDr0BJxYIkZa2lYoFHOwtrbSe4yIyLAlXzv73DMX/j8jMw0ZmWm4+vIb4O7ujqgowxqUEsSRZM0cJYqifCmK+oOiqAaKouopirp1heuOoiiq6sA1+9mfKkEQxMp0uo2RxK2vtrZ2WFtboa6unvWx3/lgL1597RXWxyWIzUifFSUtgDsZhqmgKMoWQDlFUb8wDNNw8AKKohwA7AFwIsMwPRRFGX+UgyAIYh0EQr65p8CqgMAAlJVWICQ0GHOKOVitY2VJHyIx2VAgCH2suaLEMMwgwzAVB/5/BkAjAO/DLrsIwBcMw/QcuG4EBEEQJtLf34+oLZHmngarxGIRHBwd0NTQxHqQBAB+/r6Ynp5mfVyC2GzWVR6AoqgAAAkAig97KAyAI0VRf1IUVU5R1GUszY8gCGJNlZWVSE5JNPc0WDMzPYPysgpIxGKkZaRycg9vb2+Mj49zMjZBbCZ6B0oURUkBfA7gNoZhDv8YIgCQBOAUACcAeJiiqCVZhRRFXUdRVBlFUWWboRQ6QRCWISMjA6+8tMfc02CNjdQGERHh8PE9fPGePRXllXB1Na4qOEEcCfTapKYoSoj5IOlfDMN8scwlfQDGGYaRA5BTFJUDIA5Ay6EXMQyzD8A+YL6OkjETJwiCOEgul4PPE+L0U87FKaedgOtuuMbcUzIKj8dDZUU1srZlcHaPsbFxSKVSMAyDgoICNDU1YWhoCHw+H8cddxySkpIAAFNTU6iqqkJ7ezu+//47/PvfH0MsFnM2L4KwNGsGStR8l8l3ADQyDPPiCpd9DeA1iqIEAEQAUgG8xNosCYIgVrFv3z688MrT0Gm14PP56O7qgX+AH2iaRnlpBfwD/CEUCdFQ34iExDhYW1ube8prSk5JRHlZBRITE0Dx2G/2GxQciMHBQXz99dcQWfFw3ElHY3BwCC4uTvjsv1/hrbf2ISMjE7/98TMyMtORlr4V2TtScd311+ClF1+Gk5MT63MiCEu0ZmVuiqKyAOQCqAVAH/jyAwD8AIBhmL0HrrsbwJUHrnmbYZjdq41LKnMTBMGWv916C5598amFP7e2tmNwYBDxCXGws7NddK1CMYe21jbExsWApmnMzMzC3t7O1FPWW15uAbKy2V9ZmpJN4eH7n0T/QD8+//rjJY8XF5XA2dl5SYVzpVKF8868CHv37kNQUBDr8yIIczCqMjfDMHkA1vw4wzDMcwCeW//0CIIgjENRiz/whYYGI3SFFibW1lbw9vZGUWExtFodpFIbxCfEmWKaBomNi0Zvby98fZdvfmsoewd7HH/yMejq6Fr28dS05ducSCRivPTqc3hj32s4+4zzkJaWxuq8CMLSkEIaBEFsaDRNQ2prs67nOLs4wdklFbMzs5ArFBzNjB11tQ3IyOQmGDn1tJMMel5wSBCeeOoR7Mg+Ed7enjjl5NNw0UUXQSKRsDxDgjC/dZUHIAiCsDQKhQJSqdSg50ptpZidmUVNdS3LszKeWq1GZUUVHBzsoVapzT2dJSiKQlh4CLK3ZyImIQI37Loe5mqyThBcIitKBEFsaFKpFO1tnRgdHYOjowMEgvW9rAWHzOfZtDS3Ynx8Aukc1S0yhEgkQtSWSGg1WrS1dmBgYADbtmeZe1oLXtj9DJRKJVxdXeDgaAe1Wk1OxBGbzprJ3FwhydwEQbBldHQU//3vfyFXTuOWW3cZNVZxUSlS01JYmhm7RkZGMTw0jJjYaHNPZZF//P05JMSl4PTTTzf3VAjCIKslc5OtN4IgNryhoSGceOKJ6O3qh1KpNGosnU634mNTU9OYnppGf18/cnPyodPpkJuTj4L8IlRV1Rh1X324ubnCP8APU1OW03rk/Xc/QnRUPAmSiE2LbL0RBLFhzc3N4YknHodvgBe++eo7vPP2e7j/7kcxMzONN995DXz++hvlZmSmoaG+ERKJBP4Bfujq7Mbg4BAYhoa/vz+sbawxODCE6OgoFOQXIntb1sJcqiqrOT1BV5BfxFlit6Hy8wrx0Qf/Mvc0CIIzJFAiCGLDeuLJJ3Dj366Bq5srjj/hWNx9711wdHTA9NQscnPycdSObQaNGx4RDj6fh6KCYqRsTV7IYzrIxcUZABaCJACwsrKCUCiEWqWGSCwy/JtaBcV+3UmjWUnYb9h70Pj4OM488ww888yzCAoKgru7O2f3IoiVkECJIIgNqaOjAz5+HnB1m+9X5uPrjXc/2AtgPpenu6vb4LH5/PmsBH0b0hYVFEMkFiExKcHge65kcGAIMpkM4RFhEIsloGkGPA4qdRuKqyzXxsZG/N/Tf8f7/9yHhvomfPTk+zhj59k4/vjjObojQSyPBEoEQWxIX3/9NS658rxlH3Nzc4Wbm2kavhYWFCE+IQ5WVuyurGi1OjQ1NcPb2wujrWOYGJ9EZnY6q/cw1ldffAN7Wwe8//77OPvss2Fra7v2k/QwPDyM1/a8jL1vvwI+nw8vby8EBQfijVffJoESYXIkmZsgiA2ppbUJtraG1U9ik4uLy0KQ1NXVjeKiUtA0jeLCEoyMjBo8bklxKaKjo8DjUcjMSod/gB+GhobZmjYrtkRH4ezzdyI9OwmvvfYaK2NqtVrcfffduOf+OxflmO3d8zZ2736ZlXsQxHqQQIkgiA1neHgYYeEh5p4GlEoVQsPm55Gbk4+AAH+kpqWgtKQMQSFBsLJaXKl6clKGvNwCvU7mHTxRZ2MjhVarhUDIh4eHZeXohIaFICExDv4BfqitM/7U3+joKC6+5ELc99AdcHd3W/j6t9/8gImJCfB45C2LMD3yW0cQxIYyOTmJe+69G5dfeYm5pwKGoZGzPw9yuQJxcTELX09N2wpXVxe0tbSjvKwCw8Mj0Gq16OzsQlZ2BuSzchTkF606dva2TGRvy4RAwIdYLEZ7WyfX345RUlITUVpaatQYe/bswZ59ryAoOHDR13/+3y+48vKrQVliNjux6ZFAiSCIDaOyshJ33n07XnzlGVjbWJt7OrCyssK27VlobmqGnb3dkscTkuKRlJwIZ2dnyOUKyGdnMTenhLOL87rafSjkCvD4lv1yveum6/DBh+8bNUZXT8eSfnE9Pb0YGR7HMcccY9TYBGEoy/6XRxAEgfm8leeffx5vv/smHn/qYVRVVGF0dMzc01qw1mk3gYAPe3s7ZG/LgpWVBBPjE0hOToRGo0XO/jy0trSt+vy29g6kp7PfWqWqohr5eYUYH5swahyVSoVbbrwDF15wkVHjiAQSjAyPLPqan58vpFLzB8XEkYuceiMIwqJNTk7i9jtuwwMP3w0/f19oNBpkZmegob4Rrq4u5p6eQerrG+Hl5QmxWIxt27PQ2NAEAJBNylBX1wAfHy/09w/CxcUZY6NjmJ2VIzIyHEKh0KD7KZVK9HT3YGxsAnHxsbCxsUbO/ryFvnEajRbNjS0YHR0DAwZ2trbYEhO10DdPNilDe0cnkpYJCJ9+6jkoFRr8/cmn4ebmtuTx9XBwcICH5+I8rLHRcYQEhxk1LkEYgwRKBEFYrM7OTjz2+CN4+bXnITmQGH0wWNDpdFAo5mBtzV3BQ67ExsVAamMDvmD+VNfY2Dhyc/Lg6uqKrOwMMAyDgMAAAEB4xHyQUFlRjS1bIheKWY6OjKKnpxcuLi7wD/ADQzMoLi4BTdMAKKSlbwWPx0NnRxecXZwQFh6GsHCgqrIaALBlS+TCfIRCAcIjwxAe+VdAUlRQDL8AP/T29CIgMACquaUJ6Aq5AkqFBs888wwrfy9zyrkleUhNTc3YuXMnK+MThCFIoEQQhEWqqanBm2/twRv7Xlk2PycmNhrd3T3QqDUICQ02wwwNZ39YPlNoWMiiE23LJS0nJMZBpVLh91//gFAkRHJKMpKSE9He1oHK8ipQfB7SDtme02q1mJ2dhaeXx6K8H31brEQdKE2QmrYVANDfN7DkGitrK4yOD6OrqwsBAQF6jXsolUqFH374AW1tbWhta4ZfgM/8CT/BX29NDfWNOOdM7trCEMRaSKBEEIRFYRgGn376KapqyvHC7tVXKvz9/dDT3QOlUgWJRGyiGbJP32P/YrEYQqFwUeuUw9urHCQQCGBntzTBXF92douLR7q6uiA3Jx8uri5wdXWBi4szKIpCSGgwvvvuO9x0000LAR7DMFCr1RCLV/6ZFBUVYffLL+G+B+/C0SdkLnvt2Og4utr74OXlZfD3QRDGotZz8oJNycnJTFlZmVnuTRCEZVIoFHjooYdw5rmnImVrkt7P6+rshkgsgpeXJ4ezsww6HY38vIKF/CJz0Gg0KCkug6+vD+wd7NHe1oGnn3oeLi4usLaxAo9HQSQWQjWnxfHHHY+kpCR4e3sDAGZnZ1FfX4+ff/0Rd9z9t1UbF09OyHDfPQ/B1cUdt9x8C/z9/U31LRJHGIqiyhmGSV72MRIoEQRhbhqNBh999BHKK0tw7wN3GdR+pKmxGWHhoZu+KGFuTj6yt2WaexpL1Nc3YnJiElnZGQtfk01OYXR0FPv/zEVjQzPGRscRExeFgMAAnHX26Xr/rHQ6HW689lbs2/f2qqtUBGEoEigRBGGRJicn8fQ/noZSpcANN16zpNDgehXkFy0kMW9GcrkCHe0diImNNvdUlqVSqTgLZMbGxvHyC2/guWef42R84si2WqBEcpQIgjAJmUyGZ559BnL5NGgaoBkaPr5euPv+W1nr2ZaRmYa+vn709fYjNTUFFG9zVXLu6uyy2CCJpmmMj09wtv3p4uIMhWKWk7EJYjUkUCIIghM0TSMvLw8FBQXo6e2Gt68Hbr/7piVJwmzz8fGGj4838nMLkHnINtBGp1QqsSU6ytzTWBGPx4OdnR2qKmsQnxDL+vhTsin4+xm34kgQhiCBEkEQRtHpdGhra0NVVRVsbW2h0+nQ1NSE5tZGXHDRubjhliuXtKUwhdj4GLS2tC00rd3oNBotzPDXuC5Sqc2SRsBseeG5l3Hv3Q9wMjZBrIYESgRBrNvo6Ci+/vprVFSWw9bOBilbk5C4NRYy2RSsra2RtWMrZ2+Y+rK1tUVNdd2mCJQqK6qgUqkW1UmyVFIpO9uoh5sYnyCJ3IRZkECJIAi9MQyD1157DcNjA7j+hmtwyZXnLnrc18/HTDNbnru7cS01LMXszCyyzVgOQF9FBcVIy+AmmHvwkfvwySef4JprruFkfIJYCQmUCILQy/DwMB597FFccfXFiE+4zNzT0Yuvny90Ot2qtXosnUqlhpXNxmgK6+zizNnYYokYcrkcwPzvYkFBAZydnbFt2zbO7kkQAAmUCIJYA03TeP/991HXUI1nXnhiQ21/iMUi9PT0wc/CVrrWY3p6Ghvl7J6TsxNnY3/x2VcoKi7C6MOjqKwqx7PPP43amlp88sknuOCCCzi7L0GQOkrEpvDCC8+jt7cX1113PSIjI5ftlUWsD8Mw+PXXX/Hvj/+J2+68eaE560ZTXFyK1NQUc0/DKCXFZdiaumyJF4tSW1PHefkCjUYLofCvz/j/+fgzFOQVIy01HXFxcUhMTOT0/sTmROooEZvewHAf/vHCE7j2qhuhUatha2uPfW++RQImA9XX1+PFl57HxZdegDfeesXc0zFKSnISRoZH4LZB85W0Wi0EQst/qZZNyiCXKzi/j/Cwv4vzLzwH5194Dvp6+/HaK2/Ax8cHbm4b82dNWCbL/9dHEHqYmpwGALz17h4AQF5uAZ588klccsklCApavmno4aanp6FUKvGf//wHvX29oABs3ZqKHTt2wMmJuy0FS1JZWYny8nJUVZfjtb0vbY5AkwL4fD40Gg2EQqG5Z7NuAoEA8lk5ZLIpODjYm3s6K3JwdEDUlkhMT03Dzt7wZryG8vH1xmNPPITHHv4/7H5pt8nvT2xeJFAiNjyapjE4NAiaphdaV2RlZyA6OgpffP416msbwTDACcefiKOOOgr29kvfbBiGwRVXXo7E5Dhcc91VC29IrS3teG3PbnR19SI4MBgPPviQSb83U9BqtcjLy8M///URTjr1eBx74rYlp9k2sqLCEgQFBaKirBJBIUFwdXUx95TWLXtbJvr7Biw6UAKAmqoaZJmxD53ESgKBEEhKTsT7732AmJgYs82F2DxIjhKxKTQ2NuKNN/bAxd0Jt99xC4SipSsHv/7yO5567B+48cabsGXLFoSEhICmafD5fDz88MPYfkwGTj7lxBXvcdXlN+CfH/5rU/UR+/zzz/Fnzu/YefopyN5ueY1WjdXZ0YXZ2dmFvJn2tg74+HhDLNk4CekHWXql8eKiEkRGRXJeeV0fU1PTOOnY03HMsccgOCgYDY312Ja9Heecc465p0ZYKNIUlzhidHV1Ye++1/DYkw8v+/jszCyGh0dw9RXX47TTT4FEIoFarcbFl1wIN/fVO9ZXV9Wgq20A559/PhdTN7lPP/0Uap0C55x3prmnwpncnHxkH7LC0dbaBl8/P4jFIszOzKKqshoOjg4QCoWwd7CHs7PzkhwYU5mZmYGNjc2SQLy/bwBTU1Nw93CDszN3x++NMTExCR6PZ3ErXhqNBjLZFBwdHbB3z1vw9vDHhRdeaO5pERaIBErEEeXmW27E87uf5mTs226+B3vfeJOTsU3tppt34YWX/2HuaXCmv38ANjY2qKupW7Qd1NHehcHBQfj4esPf3w8TE5NwcnIEAFRV1SAsLAQqlRpSqQ1KistgZWUFuVwOsVgEsViMuHj2+5jNzMyitaUVKpUKiYkJKCkpg4uLEwICA1BaUg4XFyf4B/hDNjkFbx8v1u9vjIrySsTGxUAgsPxMjp9/+g1T43Jceuml5p4KYWHIqTfiiGJny92nWhtbKzAMs+GTnJuamrA1zfKPmxvDy8sTDfWNwGE/q6DgAAQFByz8+WCQBADR0VHoaO9CWHgIFIo5ZGalLxm3uakF09MzCAkNhqOjAytzrayoglAgRHpmGvIOWQVramjCtgMVuXU6HWykGlbux5bp6RkkJiWYexp6s7e3Q3V5PRQKBaytN0YRT8L8SKBEbDo8HjdVmH/4/n9obW7bFIFSRUUFUtO2mnsanKIoCmKxGFnryOsRCAQIC5/vDWdtbbXsNQfrSdVU16KjoxOeHh7Q0Tr4+q6/qGV5WQXUag2SU5IW7ndoC5CIqIiF/y8tLoN/gD8cHNZ9G87MTM9YRE6Svna/8AokEis8+PB9qK2ux7fffgcrq+V/zgRxEAmUiE1ncnKC9TGHh0fw/jsf4f33PtzwydwMw+C333/BWeefYu6pcG5OOcfZ2LFxi09U5e7PQ/b2rEWnL9cSHb1lSWL5SltYOpqGp5eHYZNl0cjwCFpa2sDj8UBRsLitwNU8/9IzcHF1gVgsQnFRKW7YdR1eevHlI6b8B2EYEigRmwZN03jxxReRmsHullJJURkuvfgqnHD8CZviBfWbb77BFVddYu5pmIRapTbZvdIyUpGXkw8XV1fI5bNISl5aIbq2pg40zcDewQ4BAf4YHRuDj4+3XuPrdDq2p2yQ5ubWRQnylqanuxeOTg6wtV260uXt44XiwhJotBpkZmUgJDQYH3zwAW6//XYzzJTYKEigRGwaf/75J7bEhmHHMdtZHff7735ESXGJxZ44Wg+1Wo3vvv8ar77xkrmnwjmNRmvSLVKhULiQNE7TNHJz8uHs7ITx8Qlkb8uEQq6Ar68PHBwdoNPp0NLcgqBg/YqhAvM5V0qlEhKJhKtvQS/pGWkoKixGWnrq2hebgVgixkD/IMIjbDE1NQ2aphdyyYaHR5CUkriwaufs7ITa+io0NjYiMjJyyVgKhQJNTU2Ijo6GSCTCV199he9//AauLh649557l63JRmw+G3sPgSAO4e7ujo6OTtbH9fbxgkaj2RCnetby8ccf4467bzX3NEyCx6Og1ZpnFYbH4yEtfSu8vb2QvS0T8lk5Kiqq4HDgDZvP5yMsPGxdv1MhocGoKK/iZsLrIBDwLbYx8uSkDLMzswiPCMPoyCjs7e0g4PNRW1OHwYEh9Pf1L/k7T05JwsjIyDJjTeLyKy5FZ28r7rnvTlx51eV4483X8eqel7Dr5qtw5VWXYe/evab61ggzIuUBiE3lxx9/RENzDW665QbWxlQqVXjq0Wfw/PMvsDamOdA0jetuuAavHQGrScB80cGa6lqL2CbKzcmHu7v7QqK4oXL25y2cgjOnkeH5IMTSCnfm5eQvWxlcJpsCwzDLnlKkaRq33Xw39r35NtRqNe699x4wYDDQP4jX97247BYeMF+j6cJzr8B3336n19yqqqrw4UcfYGBgAEIhH1bW1jj+2BNJEUwLQcoDEEeME088EX/m/MbqmBKJGCHhgWhoaEBUVBSrY5vSjz/+iKuvudzc0zAZe3s7bE21jBIIbAVrlnLWsr2tA4nJ8eaexhI8/vInXlcrhDkzPYPiohI89NCDGB4dxoMP3wMPT3fcf89DkEqlKz5PKBTi5luvxxVXXg6dTgs7Ozu4u3nitttug53d4l53n376Kfa++QZ++PmrRV9/8fmX8fAjD+PRRx5dWOmqqalBYGDgigEaYXpkRYnYVBiGwZVXXY69b7/K6rg6HY1bb7wLb7319oYtDXD33XfhyX8sX7F8s9LpdCgtKUda+uYohXB4pXFzUanU6O7qRlh4qLmnsqCxsRkuLs7r7uVXVlKOpqYWnH/hOQY3Tc7NyYeTkyOcXZzxwdsf49FHHwUw/3rU3NyM5194Bq/t3b3sc/PzCrH7xddAMRQ8PD0QlxCNivIqONg54vHHn1g1WCPYQ1aUiCMGRVGIjYmHQjG3Yh0cQ/D5PFx345V45513cM0117A2rillZGRi7563ccONG3P+hqAoHiQWmk+zXuWlFQi3kMCkvKwCGZlp5p7GIlYSCWxs1l9EUqfTwdPTw+AgCZhfMWxqbIaHhzv+zPkdgR8GYnh4GIMjfSjIK8TvOT+t+NzMrHRkZqVjSjYF+wMrX1dfO791/MhjD8LPJxA33XSTUfMjjEOSuYlNJzg4GMNDw6yPGxsXg8HhXjQ2NrI+timceeaZaG1uN/iY+fT0DHRmSo42VHtbOwQiAfp6+zE2Ombu6RhFIBTCZZ2rJVyxlC3NQwUE+qO8rHLdz0tN37psE+31srGxAQC8uPtZpGcnwcvXFf/3jyfwyx8/6FVXy/6w7UF7ezv83zNP4MTTjsENu663mPIQRyISKBGbjlwu56w9wZ333I5nnn0aSqWSk/G5dtedd+PWm+7GO2+9D61Wq9dz1Co18vMKYWNjjY7OLr2fZwlCw0KwZUsU5ubmNvwWRkzsFnR1dpt7GgAAuVxh7iksKzklEc1NLet+XlBQAGQy2ZKvT05MgqZpvcbg8SnQNI3IqAj4+vng7HPnm00buxIUEOCHmdlpKBSW+Xd+JCCBErEpcfVmzuNReOrpx7B798Y8ORYYGIi333oH2Rk78OIzr+POW+/HfXc9hL173sL/fvwZo4esuoyOjCEvtwDT09PIzEoHn89HaGgwSkvKzTb/gYHBdT9Hq9VifHwCEivz1h8y1sjwqMW8WdbW1Jl7CsuysrIyqCWJm7s72ts6QdMMaJpGZ0cXysoqQDMMujq70d7WseYYw0MjnFXtP+nkE/DAg/djdHSUk/GJ1ZFkbmLTGR4exlvv7sVpO09GaFgIJy9ed912P157dQ8AoLW1FRMTExgYGEBTUxOEQiFCQ0Oxfft2OFhSY67D0DSNn376CT/+7wdotVr09HTDx8cbMXHROP/Cc1ZdgSnIK0RGVjpKS8qQspX7bZjZWTnq6xrg4uoMRwcH9PcNQK5QwMPDHV5enhCJRSs+NzcnD9nbzH+kni2FBcVIzzBvscf6ugZsibbME6B5uQXr6u8HzDcl1mq1UKs18PBwR3DI4kKg+jTRLSos4fTQwNTUNO6/6xG8++57nN3jSEaSuYkjiru7O2K3JOD4o0/Bbzk/ISRE/+rH+lCpVJiengEAvP7666AEOgQHByE8OgjHnpQNnU6H3p5+3HnX7fjbLbchLi6O1fsbq6GhAe9/8D7kihlccNG5ePbFpxYea21pQ2jY2rV+MrLSoVQqYWdnj+GhYbh7uC88JpucglI5Bw9PdvqSNdQ3QqVWIzUtZeFrTs5/tZLp7x+AlZUEjQ3NyMxKX/Tcvt7+TRMkFRUUg+LxLOKkmUi0cmBqTu1t7QYlmYtEIqhUqiW/PweJxWIUFhQhPWPlsd093NZ93/Woqa7FrHyG03sQyyOBErEp7dy5EyefPICrr7kSe/a9Aj6fvVUlhVwBaxsJjjrqKPzt9l04+dQTFz0uFAoRGhaM19/cjX1738G///0vXHXV1QgPD2dtDob69ttvUdtQhUefvA/8ZWrOjI2N6xUoAYBEIkF4RCgK8ovQ3NwKkUgEV1cXBAT6AxTQ3dUN/wB/o+cslyuQsjVpxce9veebsqZnpCJnfx7c3N0QHhYKikehvb0DPr769VKzdBKJBPGJpg+6G+oa4ePnAzu7v+r6tLd3YHh4BDyKgu5ADo9EIln152QKwSHB6OnuhZ+/77qetyU6atVcJD6fD39/f0xMTMLJyXHZa3x9fTgt39Dc1AIXZ26DMWJ5ZOuN2NTa2trwf/94EhdcdB7rFY2bm1oQHhG25nUqlRrffv09SkvKwdCAp4cXIiMj4e7uDgcHB7i5uS30kWMYhrM6TR9++CF6+jpw170rNwA1ZNtiJTLZFIYGBjEyOobEpHiDkqknJyYxOjq+rorWNE1jaHAYY+PjsLGxhoeH+8KJpI2sob4BUVtMt90lk02hob4RSckJaG1pR3h46MLpMJVKtaSNiVqtRmlJOXgUD+mZpt8arCyvgkAoREzsFs7usda/+erqWgQHBUJqy83BgWuu3IVXdr+2KZpzW5rVtt5IoERsep999hlsHSTYviOb1XEPHtddbmVmNWq1Bn29fRgbG8fkpAwN9Y3o7x0AxaNgbWMFWkdjTqGEg70TkpOTERAQAH9/fzg6Lv9JVh9ffvklWtobcOvtN696XX5e4YrbD4bq6+2HUCiAnb3duhNti4tKF225GaIgv8jiav6sl0KugGxqCl5enia75+E5N7SORktrGwID/SEUClfN/aurrUd0DHcBy+FomkZ7W4feq6GGysstRFb2yv8+6uoa4O/vy1lVbeWcEnfefh/OOes8nHTSSZzc40hFAiXiiKbT6bDrpuux+9XnweOxt1pTUV6FxKR41sY7nFarRU93L3q6e1FdVYP+3iHceedd8PfXfztrdnYWTz75BLYfnYmjjz1qzesHBgbh6enByaqWvitwoyNjcHWbrxdUXlaBpOREo+5L0zR0OhpC4cbNNKgsr0ICh79rADAyMormpmbY2ztgdnYWYrFo2b97nY5ecytbp9OhML9o2b5rXKisqEaCCbYli4tKwKN4SFmljlRnRxd6e/s47cn39r73MDUxiwcffIizexxpSKBEHPH27NkDtVaOG266jrUxR0ZG4ebmytp4a9Fqtfj7k88gITYZ55577qrBTE1NDT7+5GOoNXO4697bl20GupzKiiokJMazM2HMt3ZISkrAyMgorKysVk14bWxowujoGJycHBEWForpmRk4OzuxErSVl1UiKTnB6HFMSS6Xg6IozM7IMTs7i6DgQE7uMzExidaWNoRHhK3aE2295HI5amrqEBEeBppm4OzC3XbR+Pj4wvY11+bm5tZcGa0or0RiEre/b2eeej6+/PIrSCQbu+yFpVgtUCJ1lIgjwrXXXouurh5Wx2xrbWd1vLUIBAI8+viD8PB2xvU3XIsnn3wS7e3taGpqQktLC3JycvD888/jsssvRUNzNR54+E78/R+P6x0kAewXEoyLj0FVdQ38/H0xNrZyZWyNRgP/AD9s256F6JgtEIlFcHFxZm1la04xx8o4ptLR0QmFXAGapqFWqzkJkiYmJlBaUg5bW1ukpqWwGiQB85Wq09NTYWVthenpab0LNxrC0dERhQXFnI1/kFarRUX52tW/XV25/wD16JMP4PHHH1v1mvnVVFLR21gbdy2aINZBKBQCNLufC/z8fTEzMwtbjhI3V7I1LRlb05KhUqnx8b/+A1dXF1AUBXcPd1x1/SWwtr7W4LHt7GxRXlYBhVyBjKwMo08L2tnZISMjDQX5RdiamrxoFU6t1qC0pAx+fr4ANX9qiCs0w92bNBekUilcD/w9cVVRvL6u0SQNdiUSCQKDApCfV4itqcmLKlU3NDTBSmKFvr4+o+aiVquh0WjYmO6qCguK9Zqnr58PJ/l+h4pPiMOLz72Kr7/+GqeffvrC1ysqKrD3zTcQH5eAouICqNQqXHXFNUhISICbGzk1Zwiy9UYcMT7//HNY2Qrw4H2P4qJLzsctt95o9Jj1dQ0ICw/b0PkvhxofG4e9gz0EAgEmxicW1StiQ+7+PGQfyN1gGAZdXd0IDAxg9R7LaW5qgb29HWu1nUyhtKQMAIW4+BhO6hZpNFpotRqDKlkbamZ6BnV1DfPbfPb24B0IxCfGJ6DVauHmvvYbeXdXD3p7+xAbFw07OztUVdZgS3SkSZrGrif4qa6uRVxcDKfzaWttx2+//oFjd5yILVvmk+dvvvlmPPz4PZienoGPrzc0Gi1y9ufhm6++Q1/PAF5//XUEBuq/Qpmbm4sffvgeg0MDiIyIwvHHnwAPDw94epruYIEpkK03ggBw1lln4c9f83HGWaexEiQB8/VX6uvq0d29eFuvs6OLlfFNzcHRAXW19SguKlnSpJMNKanJyN2fBwAYHRmFlONj+wqFAg31jQiPCENraxun92JbytZkhIWHcFYuQigUYGiQ/ebRq7G1s0V6RiqcnBwXgiRgvoBoS8v8z2d8bBzlZRXI2Z+Hnp5eDA0Oo7ioFJOTMkxPTcPWVoqs7AzUVNchZ38e4uJjTBIkAYCHh7teK1cz0zNwNUED45DQYHS0d8HX96+6UQ888AA+/OBf8PXzAUVREImEOPa4HXjl9Rfwzodv4IMPPtB7fJlMhi+++hQPP3Ev9r79KiQ2QjS31eHhR46sJHISKBFHDIqi8Oyzz0IhZzdfJT4hDlIbKcbGxgEAk5MyMGBQY6H9sFbD5/NhY2OD1LSt6y57oA+JRIK4hDj09fXDzd1tYXuJCwerp0dtiUR+XiGkUm6ObHNJJBJz1j8MAIaGhjgbe73i4mKQsz8PNMMgKTkR27Znwc/PFx6e7khNS8Hw8Aiqq2sWVjmzsjPg7u7OWSC5nEE9ew22t3eYrJRDaFgw/v73v+POu+7EK6+8gl9++WXFbWw7O1vIFXK0trbioYceQkvLyg2EKysrceeddyA9I23hd/D6XdfgjLN2YmRkmNOcM0uzOfYLCGId1Go162MePNFTXFQKPz9fBAUFIufAyslGY2srRWtLG4JDgjh5k7azs11U5Zkr01PTmJyUISZ2C6e5IlyYnJSho70DYeGhGB4eRgALFc6Xc3jRSHOytbNd9Uh9REQYIg4rLxEeEcp5j7VDJSUnQjYpg7WN9apFTOfm5jA+PgFnlreul3PNdVcuFAAdHRnFyy+9hrvvvWPZa/l8PnS0Gh9+9CHOuWAnrrzqcrzy8muYmJhAQEAAiouLodPpEB8fj7ff3YfX9y3f/PvMs3fiv//9L84//3wuvzWLQVaUiCOOTsvdKZDUtBR4enlgdHTM7O0cDOXh6YHQsBCUlZabeyoGo2kaAwODiIndgvGxCXNPZ91qa+qg09Goqqzm9M2WoqgNuzIwMzOD2po6kwVJAGBlbYXx8Yk1K72nZ6Shs6PTRLP6K+B1dXPFU08/vuq2+YknHY9PPvkYLq4u+Pn37/H9/76GQMLg3Q/eQnp2ErYfm45vf/gSDzx0z4pjXHjx+SguLcDExMb7t2UIksxNHHEiIyNQXJ67asd5Y7S3dUChUCAmNpqT8U2lob4JUVsizD0Ng3R1diMg0H/dLVlGR8bQ3NQMLx9vBAUFcDfBNbQ0t8HGxhrePl7z+W4U4OTkBHt7O9bvtRFrTAHA7MwsQFGQSk3bnqa5qRUhoUGrbk3n5uQjJSUJEivLq3Gk0Wgw0D8I/wA/o8ZRKlW4764H4eToirk5BS688CJs3bo0aJ2amoK1tfWiPDKdTgcej2fSbdO1rJbMTbbeiCPK5OQkTjvjFM6CJAAIDglCQ30jRkfHTJLQyR3zfIhiw+jYGAIC/ZGVnYGigmJQFAWKx0NiUgIEgsVvcBMTk2BoGk2NzUhIjEfWtkz09vShuKgEFMXD1tTkRS/sOp0ORYUlnG7n+fh6o6mxGe3tHYiKioCjkyPKSisQHBwEF1d2CyvGxccgL7cAQoEAqSZcnTGW1FaK/NwCZLLUm1BfAYH+GBwYWrXZso2NtUUGScB8qRRjgyQAkEjE2P3a8wt/fvjBx+Hl5QWFQoH9+/cjICAAcrkcP/3yA+SzClx7zfUICQnBd999h/05f4LP5+OJx59cV6cBcyErSsQR5YcffoC3vxvCI0I5vxcbfcrMKWd/HuLjY2HHwSoG1w4tQ3Covt5+DA0NYW5OCYqi4OzsDE8vD9jb2y376XZifAJtbe0ICQlGa2s7UtNSFo6IlxSVYivHP9+pqWnw+XwIBQL09fdjoH8Q6RmpEAjY+4yrUMxBLBahIL/IJHWV2DQxPgEHRwdOE94PNzI8CqmtFJOTk3B2doZE8lee1/jYOMbHJ6BUKhEcHAQbE6926UuhmEN5WTlcXF0RGRnOypiNDU349D+fY3xsHHfcdSt+/eV3ODk74ayz52s8ffXFN/jPx//Fy6+9CKFQCDt7W9x6051wdfXARRdehOjoaLOuMJEWJgRxwBtvvIHTzzkJTk6GN5jVR19vP4QiISYnJxERwc4LkanpdDTy8wo47VnFldbWdoSGBrM2HsMwyM8rhIeHO4KCA8Hj8TAzM4vWllbMKeZAMzSSkhNhbW3N2j0Pp1arUVRYwsrPo72tA/b29pBIxNDqdJBNyhAQaPmf7JfDdWHH5UxPz8DOzha5OXnI3vbXzyM3J39DBJsTE5OwspJgZGQU/v7Gry4BQH5+ITIz1/9z0Gg0+Pl/v+KrL7/F/z31j0WlDkyJbL0RxAE9PT3Y/0cOzjz79LUvNsLBZXn5rJzT+3BpcGBwQwZJcrkc/v7svthSFLUk18nWVrqon1dNTR1mZ2aRkZnG6r2B+UCtvKwC6emprIw3NDSE4JCghT+z3b7ElA4/CWcKB09t2tkuXm1116NgpiXo7e5FXEIs+vv6WQmUpqamDQqSgPmtwFNOOwknnnw8/u/JZzEnVyE4OAQxMTHQaDRwcXFBaGgopx9C1kJOvRFHlLS0NDi7mKZ5JgAMDZm2oB+bRkZGzD0Fg9TVNnBSyXotsbHRyMhMQ0V5JUqLy1Ba8tepQWNPlv3y8+/g8/no7OqGVqs1dqrw8fXZsKfdDufg6MDpSdbVTE1PY3z8r5NfIaHBKC4qNctc1kN8YLswOTkJKpXK6PHqauuNHoPP5+Phx+7H/z33GM489xQIJAx4Ih2++vYzPPnkk0aPbwwSKBFHlISEBHS0d+KjD/6NV3a/jp7uXs7uNTU1jeAQbjq+m4JEIsbQoOUUJNRHa0ub2fPCgkOC4enlCRupDaamplFbW4/GhqZFgdNBpcVlUCiWNiKenp6GTqdDf98AJidliI3dgq2pKQgLC0FvT5/Rc/T390NtjfFvbpaAz+cvqYxvKtu2Z6GhrmHhzzweDyGhwQtVxS2VQDB/Ak0kFmF4aAR1tfWoqa41eDy2V3ucnB2RmBSP0LAQdHf04c4772R1/PUiW2/EEcXX1xe///oHZFNT+Ob7zzE8zN2qCQWgu7MH7u7unN2DK6Ul5RuiDlRjQzNEYiHUag2Uc3OQSMx/0sje3m7hGP/PP/2Ko48+CoIDvQDLyyrg4OiA4OAgNDY0IiU1GbOzchQWFEEisYJOp4VKpUZ8QhwK8gqXTUj39vZCe1vHoq2z9SovqzRpAjSXlEoV7OzMc+BgTjGHqC2Ri77m7OyEbduzoFKp0NrShtCwELPMbSU93T0ICf3rd8fvkG3qkqJShISFoLGhEYFBAfDy8lr03NnZWQz0DyAgMBAi0XywpdVqERTMzQfC11/Zi927Xzbbz/cgEigRRxSKonDRhZfioYcfBMBtTkFtbT1i4zZmLSWdzvjtHS6VFJVCJBaDpmlERllusryjk+NCkAQA3t7ecHC0R87+PERFzb/BSqU2SM9Ymte0XJAEzK8CzM7OGjyn1pY2xMXHsHpyzpxKiue3uqKjt8DJmdtDGoerqKhaMZFcLBavWkLAXMbGJ+C3Ql7SwVOcmVkZyMvJh4uLK3p7+yCblEGr1SIpOQFh4WGoramDVCqFj483iotKkMVBAvvo6Bgc7JzNHiQBJFAijkBnnHEG9uf+xuk9erp7N1zbjEOlpaeip7sXvT29Jq9Tow+VSsX50Xxj0TQNHHaq2MNzfnXR2CR5hjb8tDKPx0NZSTlohgFD0xb5812P9IxUCIVCs5w4O7wm1+FmZ+WYU8yZvITBSmpr6uGiZ45m1rZMTE7KELzMatHBYrq9PX1ISeXm3+Hzz7yE/3vqGU7GXi8SKBFHHJqmIbXlrteYSqXG3DJ5JxuNn78vJFYSqNVqsyRHryY4NHjhiLYlmp2ZRUVFFWenBh0cHQx+bnBI0MK2nUKhgFar3dCrS0KhEO1tHXBy4r6v2uFc3dxW3V47WHA2Z38eeBTFycqLPmSTMsimphATu2Vdz3Nc4/fM12/55rvGUs4p4eLkvmarGFMxf4hLmM309DTy8hY3btVqtTjvvPOWfH0zkcvlmJ2ZYW28ooJiVFXVAAAqyqvQ39ePcJaKuJlbS3OLxQVJAODl5YnqA3/nlmh4eAQajQY6HTensUQiESrKK40ao7amDt1dPRs6SDpoVi6HXG74dqShgoICoFQq17xu2/YsZG3LRE9370Je5Nzc2s9jy8TEJAT8jfNz/vGHn3DeeeeZexoLSKC0CVVUVKC5uXnVY58qlQo333Ijcgv+QHV1Nf744w/ceOMuPPDwveALgIGBAdA0jT179uDHH3804ey5NzU1hc//+xUrb2KjI6OIiYtBfHwsJidlSEyK5yyxkUuHHxXv6+0/8HXLbGOinFMiPDwUU1PT5p7KEjRNg6J4OObYHWiob+LkHl7enoiO2YLSEsOL9orFYkRGbcxefoeLi4uBWqU26T37evtRXl4JL2+vtS8+QKPRwMHBATMzs1Aq55C7Pw8N9Y1oqG/kLKgGgKDgQAwMDHI2PttKissQFmb6+lgr2TghJrEmnU6HU089BWmZKaBpBuOjMtx/3/3w9vYGwzD47bff8PEn/wJNM+jr78Xb7+1FY0MTjjnmaDz/0j/w7EtPQSAQ4KH7H0VsbCzKy8vR2dOG/Px8nHTSSeb+9ljz559/YtfN163a1FJfPT29mJtTQiQSYWvqskVdLYparUZzcytiYv5ags/PLYCbuxsUijkEhwRBrVLB1s4Wf/y+32KrikusJNDROlRWVK+r6S0bGIYBRVFQqVQoLSlHfHwspLZSAEB//wDGRkYRlxAHnVa3kJPEBZFIhJjYaFRVViM+IW5dzy3IL0JSciJHMzO9ttZ2znJlllNeVgFnZ2ckJa2vmfDBLU/xgV6Thybs5+zP47TAa0JiHCYmJtFY34jE5ERYWWgvOgDQamiLaphLAqVN4qqrrkRbextOP+NU3PS3GwDMn2655LKLcNOuW/Dj/77DaWecgtf2vrToF9DOzhZ73nwFO884deFr7W2d6OjogEgkwi8//YZ/fvQvk38/XGpoqMe9D93OylhJyYlgGAaFBcWsjMcVmqaRn1sAbx9vBAcHQqvVoqqyBsEhQYiNi4HtgVyfmZlZWNvYQCIRQyAQwNPLw8wzX5mNjY1ZEmTzcvLh6eUBvkCArOwM9Pb0oba2HhqNBltTk+F9YIWBL+Cjo72T08bIEokEc3NK0DQNmWxKr9Y8U1NT8PX1WXiz3shy9+fBxdXF5CtjWq2O1ZYvszOznDfQFgqFcHJyRGZ2Bro6u9HT0wuJRLLwAY+maYtIOJ+STcHbi5vcJ0ORQMkCMAyDoaEheHh4GBxFqzUaXHjRuTj7vLMWvhYaFoKLLr4AOijxyp4Xl11B6ezowkmnnLjoa9t3ZIPhqdE/NIBTTj4F0dEb84j7SqZmpiAWi9e+UE8VFVWctK1gU2ND86JPrzqdDskpS1cUbA+sjMzOzCI9g512GVxobJzfWlaaMM9jSjaF/v6BJcf2ff18VkxqTU5O5DzpPCk5ASPDo2hra0dWdga0Wt2qp7GaGlvMXpSTDWWlFSuWUOBaalrKio2XDcEX8E26wuPu4Y6xsTFERM4HmLk5+XB1dYWLq7Pep+K4QNM0Hn34KTz9d8s47XYQCZQswBU33IB+axGU1fXI+/13g8awtpHgymsuX/L1Sy+/aMXnyGRToCgKwkPqvNTXNeD4E45FUHAgamvqUFJYYdB8LFVtbS2Cgtn5JJibkweK4pl862c9FAoFaqpq4XZYvai1th3FEglKisssNgAcGx1F9rYszMzMoCC/iPN5joyMgmGYJcUF19LT28d637nDiUQieHi6QyAQoL6uAbOz8mUDoY72DvT1DWDLlihO52Mq5j5Z6unlydpY9fWNSDbhVqhybg7JKfMFZRmGgVAoRERkGIaGhtFQ3wC1Rov4+FiTzQcAXn15D4b6R3H7rXfC0dG09bDWYv51NgIXn302RvMKMTYxjoaGhrWfsAxHeyd8+p/P1/UcBwf7RUvWCsUc/vfjzwgKDoRKpcKLz72MHTuONmg+lkgmk+GOu27DdTdcbfRYOfvnu4ZzFSQNDQ2jsKAYOfvzMDExadAYtbV1kMsVSMtIXXeCuVAoQEZmGnL256G0uAxdnV0LPcYK8otQbUS7AzaEhoVCo9HC1tYWoaEhkMmmOLtXUWExrCQSg4qTDg4Mmmw7w8XVGVuioxAeEbYkOZ+madjYSLFtexacXUx/jJ4LfDOf1puYmFj7Ij25uDghNycfXV3drI25GgdHB9TV1aOnpxelJeVIS98KAPDwcEfUlihQAPJyC0wyF51Oh87ObrS3duGFF15EeLjl5UWSQMnEtFotamtr0dDQAI1Gg/r6ejy3by+8jtuBox65H2++886i6xmGQVVVFVpbW1cd9/LLr8B/P1lfoHQ4nVaL8y84F8D8iZiXXn0e5VUluOmWXbjiysv1OgZryezt7XH3nffi708Yt6xbkF9kdNJlRXklRoZHFzU4nZ6aRn5eIfJyCyCVSpGekYpt27PQ2tKG/r5+KBRzKMgvQlVFNVqa26DRrFw9u6iwBJGRkUbnPWzbnoWU1GQEBAZAIBCgr7cfaempmFPMGTWusSRi8cL2kqubC1pbVv/3YajOji6kpacu5HCtx9DQ8MKndlNycLBHSXEptIf8fvR098LdY2N0tteXg6O9WRv7qlg8ZRcQEAB7B3sM9A+a5HuiKAr2dvbo7+tfdgs+Lj4WWdkZ6O7ivofe/fc8jPqqFjz15N85v5ehyNYbixiGwc8//4xX/vkhVDOzePGJJxEbO798qVQqcdNdd6JNKUdAYgLUKhXq7/0Tw82tuPy9vRBKJNDJFXDyWJw8e8WuGyDzdsdUbz+YSRmkNjY4IWUr/nbTzQvX0DSN5198Fh99/J5R87e1s130huDgYI9HH59v9fGfj/+LgYEBBAUZ3l/K3CiKwvHHH4/vf/jWqHFCw0KQuz8PsfGxCz291mtuTgk3d1fk5uSBzxPA2sYKVlZWy1bzTk1Lma+kTDOLtpgmJibR2twKWztbRESGoyC/CAwz/yKblZ3JyamRgy0ZtqYmo7io1OS5Lu1tHRgYGER0dNTC90fTNFRKFVQqNesJyr29fQgMCjDouW5urqiuqkFCYjyrc9JHytbkhX5uySmJ4K9RQXpDYuaDFXOd3mL731dsbDRmZmahVqtN0rNwtdy6g/r7B+AfsHy7E7bw+Xycc845nN7DWCRQMtChJwQYhkHKjqOgsbVB8hmnIf62G0GrNbjiiUfw7cuvQygU4rrbbkXotZcj65BAJGhbJib7BiA88I+CZ22Fn/78AyefdBJ4PB6EQiFmfT0RfeJxi+5dXlaBa2+8Ec19vbjizLNw2qmnIi4+BhIJewnKhyssKMY5Z17I2fimxDDG1QZydXWB6/Ys5OcVGtSmZHp6Gm5urgCA7G36rUwlb03C+PjipX4nJ0ekpm/F3Nwc8vMK4Ovni4AA9k7irIbH48HOTmqSex3U1dkNZ2enJc1geTwesrZlorKiyixByUp4PN6qtcy4xOfzsTU1GR3tnSgsKIajg71Z5sGVyopqxMXHmO2UllqtXjj4wCZbWymKi0qh0WhgZ2eL6ekZs+ZARnBcOHd6ega8DRCGWP4MLQzDMHjsiSfwVXkJnAQiXHH6GfjPj9/DNjoSUccfA4eF4mMMhptacfmz/we+RAylnQ0gXPrX7ejzV7EyiqKgcHXCtc//A9NDI5BOzyL4kqXVSX2SE4HkREiGR/DLvz5BRXk52jpacP2ua7j6tnHJZRfh5Zdfxn333WcRR0gNxTAMBEJ2Pl3z+XzIZFNob+tAQuJ83ZyiwmKkpqcudNY+VHl5JeYUc4iNizGoo7iz8/K5JVZWVnoHXGxyc3dHS3MrwsJDOb+XTDYFL2/PVauEy+XsJ/ca+2Zo7jyaoOBAuLq5YHADFRvUh0qpNOvrUGdnF/w5+lBy6CqtTqfDyPAIWlvaEB4Zjo72DiSnJJnkex8cGOK0DhgAPHjvI3jxhZc5vQcbSKC0Dj//8gt+/vVXlE5P4NRHHwA0GjQo5pBw5y3AYb+4PJEIl+7ZDb6N9bruEZCciKD0VOx/ZQ+cRBJ4Ra98QoU/OIR977yO4aGRRR3KuZCckggbGxvcffddeOGFFzm9F5fUavVCcUBjHUyATEpOgEqlAo/HR/b2LHR39WBoaBipaSmYnJRBrVKhra1jQzfJXY6zsxOcnZ1McupMIBBAp9UBq+ysOXCwaiIQCFBTXYvYuBiDnh9lxsrXuTn5EAoFiIyKREBAgNnmwYW0jFQMDg5haHDILKuIGpWak9+3w/H5fLi5uy2cWnVxcUZhQTFS01I4D5a6uro5raP25edf4+KLLoMth3032bJxlwZMRKfTQSaToaurC0++vBvDIX6wdrDHYEMTIBRCYG+3JEg6aL1BEgC4BAYAALbfsgsTbk5oyy2ATqNZ9tqs8BAIhUL4+HrDw4PbyB8AIqPCIZ+bwb59+zi/13qp1WpMT6/dzkIsFkMitMHLL762ajL0eonF4oUyC/4BfkhNS0FrazsGBgbQ0tJm0TWJjJWRmYa+3j6D22lotVoUF5eu+vOQSm1QVla+6jjhHFQRj4mNhpOTI0qKSg16PkVRixL2TSk9IxVqtQb29nYQbYLikofz9PSAt7c3RkZGTXrfivJK+Jloi3s56RmpyMst4LR9T2tLG6dBfnt7J+pqmnHUUUdxdg82UcbmaxgqOTmZKSszvE8R17q6uvD3v/8dVTMySOxs4errA5VajaD0VNi5u4GhaQw1tcDR2wsSAxN6l9NfWw/vA+0lxrt7YWVvC2sHh2Wv9RgYwLUnH8/avfX17dffY3pyDldfbfwx+4aGBjzy6CP46MOPYGVlpffzJiYm8Pjjj8Hd3QODQwPo6emGUCDCZ5/pd/Kvrq4OJeX5uOiSCwydul5y9uchLDzUJIGsJairqUN07PoKlNI0DYZhUJBfBIFAgJiYLRgYGERYeOhCscb8vEKkpW9dtf5TU1MLIiK46Q+l1WjR3NyCLaus8C6ns6MLtrZSuHBcdXk5tTV12BIdtaG3yvUxNjYOtVoNLxbrGq2mrbUd3j7eZm8BMiWbQl9fH7x9fFhf3ZqdnYVKpV5xu98Y77z1PpRyLW677TZW2kixhaKocoZhlu1DRbbeltHY2Ihdzz4Nv+x0HB+3uOhW9TffwyMiHEIrCTw5iLgP3WqzdXOBaJXgoY2DnAx9nHb6Kbjr9vsBrC9Qmu8z1oygoCDodDp88cUXqGuoxhN/fwg33Xwj3nn7Xb1Okuze/RLGJkdw8eXnIzAwAFbWEggEAtx56316zyU6Ohp79+3hPFDatj0LapUaCsUcrK31DwQ3qqnpGb2vzc3JB4X51gqp6VuRvS0TwHyj4ZDQYDQ2NiMyMhzDQyN6bVtSYDjLmRIIBXBwcEDO/jykp6dCuEwO2nICgwJQVFhslkBpSjaFrs7uDdmkeT0OVpLWaDQQCvX7uRgjJDQYXZ3da+bMcc3ewR72DvbIyy1AEsu926RSKWSyftb7z01OyKBVAXfeeSdrY5rC5v6oYQCapnHLww8ic9c18I1bWpk0bucpcA8LgURqA0bHfr2LQwOF1YIkALDx88O3+cXQaLnrOr0SZxcnaFbYElxOY2Mjrrz6cnR0N+Psc8/EPffdhewdqXjq6cfgH+AHlUqFDz/8EAMDAyuOwTAMPvjgA4yOD+GhR+5DbFw0bO2kEAgE+OKzr5CZkb2u7yEhLgk377odoyNjAOa3gIoK2e/ZJhKL0NPdgykOiyJairVadUxOyg6c0itE9rZMZG3LROqBXK+DXN1cwePxEHngxI2+9X/CI8IxNjZu2MT14O3jhW3bs1BdU4vSknLk7M9DWenq24GDA0NI2WqediFZ2zIhl8tRXlZplvubklyuQF9fv8nuFxDob3AhWLbFJ8SCz+OhuakF+XmFi+pnGcPd3W2hbyFbvv3me5xyyimsjmkKR8SKUllZGVxdXeHvv/a+8r8//hih55wBrLEkaG0BJdYpsQhVYhFyP/sKz15wtknv7eXlieHhYfj46Ne8cG5uDpFR4TjhpOMQERm+qDbHg/c9ivb2Ntidfwa++uor3HjjjQCAffv2oai4ADqdDiKRGJ4eXgiNDMTDjz2wZPycP/Ox94315U5dffXVuOSSS3DZ5ZdixzHb8O7b7+OXP35Y1xj6iogMx9TUlEGd3jeK8rIK+PoubtfR092Dnu5eeHp7YWhwEOkZaeDxeJwktnd19SxbPI9tycmJmJ2VQyq1QUlxGUqKy0ABoHgUaJpGWFgoJFYSSCQSdHZ2mbWxcExsNPJyTFNheXBwCJMTk3BxcUFTUzN4PB7EYjEcHR0QEhrM6b27u7oQZcLWLENDwxaznS6Vzh9OCY8IQziA8rJK2EhtMDY6iqzs+VXaifEJSKwksLbWP292dmZ2SSkOY2g0WtTXNuO6q29kbUxT2dSB0rfffoun33kLtmHBaMnJQ8WPP6/ZQ6a6thZO555mohmyQ8QwGBwbh6cJmxnOzc3hn//8J2655RbY2Ngsew3DMPj3v/+NquoqSO2scM99dwDAoiBpfGwcYokYv/75IwQCAW64+m+48MILwTAMfvr5f/jw3++Az59f+HzrzXfRvUKJf4ahoVar11wKZxgGnZ2dUKlUaGxsxFlnnYVHHn4U199wPbRaLf754ce44qpLOdk7b6hv2tRJ3ZFRkSgvK4ebu+vC1/p6+5F1YEstmOMtoKGBQQRwXBzvIKl0/nf+YOf1w+XlFiArO4PzOjT64DKRuzC/GAwYiEUixCXEwtNzPig89HeguKiElUCpqbEZtna28Pb2QnNTCyiKwvDwCFLTUiCV2kImmzLJSTSA3arcbEtKTgAAqAL9kZuTD6mNDURiESYnJhGfEIfR0TH4+Pos6vG5nIaGJlY/0HR1duGYo49hbTxT2rTJ3Hl5ebh19wsITN+KkMx0VHz+FY529cR999y76vM+/PBDfNHbAb/EeNi6ua56rSWZau/Afcduh4u96QrL9fb24YV/vILXX9+zbGDx2GOP4cRTjkbsOgrD/e+Hn3HtVbvg5u6GL77+BF1dPdh+1PyWmlarxSknnIkff/l6yXijI2N48rGnEeAfhOOPPx4ODg4YGhrC8PAwpqam0N/fj5GRISjVcwgOCYavrw/uufN+XHPNtejq7sTlV12EjMx0zM0p0d/Xz8kn4N6evjUr4W50xUWliIwKx+jIGEZHxpCUkmCSvBFgvmq3m5urQe1GuFBYUARaRyPTjAUDaZpBcVEJJwH67MysXqU22ts6jF6ZKMwvRkJSPCQSMbq7euDn77soTaG1pQ3+Af7L1i/jglarxfj4hEH9/8xtaHAIVtbWa3YVYLvsh1qtxp6X38F99+mfS2pKR2Qyd3p6OmLetkf57/vBK6/FXVdcgeOOO27N53363bfwvfDsDRUkAYCjTgdnO/ZO3+nD19cHN9x0Na697mpcfNGlOOaYvz4t7N69G0cfn434xPVtM51w4nG49oar8e3X38PN3R0jB/KHgPmaNkcfsx0PP/AYLr384kWf1l3dXPDKnhegUMyhML8I7V1N8PbxRkxCOKxtrOHgYA/BgeJ/DfVNCAj0w6k7T4JIKALF++sF18pKwtk2QW9vHzw83U0WOJhDaloKpqenMTgwuLCSZCquFhQkAYBWq4OXGbfdAKC9rZ31ICl3fx5AUfD19dYrUBoeHjE6UAoJC4ZapUJ3VzdcXV2WHPqwsrJa6P1nCgKBAO1tHeju6llxVdFSeXh6oLS0HP5+fotW/g7V0NDEem00kUiEyUn2Ggmb0pof8ymK8qUo6g+KohooiqqnKOrWVa5NoShKS1GU2Ru38Pl8vPfee6j46lt8+u9/4/jjj1/zRFV3dzcUHq5w8vNd9TpLw29rx4PnnclJb6+1RESF46VXn8V3332HsbExzM3N4e6770JkdIhBLyAUj8IDD96D0sp8WFlJkLI1CQX5RairrQfDMDj5tJNQWVG1Ys0da2srHHPcDpx+5mlITkmEn78vXFycF4IkAIjaEoH2tg6IxeJFQRLXXN1cQVGb//yEnZ0dpGYoImdnZ4u8nHz09ZouqXclMtkUYuOiERzCbW7OWkLDQtDa2oa62npUV9caPV53dw+yt2che1smAg7UfFuLk5OD0fd1dXWBnb0dwiPC0LJMA2T7A1tuuTn5GBsdW/I42zQaDRiGgYOjA+f34kJKShJ6enuXfayyvIqTsgAAoNZY7pblavR51dYCuJNhmCgAaQBuoihqSdYcRVF8AM8A+JndKRqOoqgln95pmsYXX3yxbIfm9z78EKkXnmuq6bFCNTCIB8453axzEIvFaGpuxA27rsWpp52M407cge071ncC7VCHVxnPyExDdMwWNDe3QCgUYGJCBkcjX6CUStP34BoeGjbpp15zWiv/gStZ2zIx0L/yyUlTGegfgFhs3jo7B/EoHqJjtsDN1RUlxcalOwwNDq/7OWOj7J1EzMstgLPz0lxMW1sp+nr7kZa+Fc0tbazdbzmTEzJMjE8iMysdYQa0IrIUycmJKMgvgkKhQE/3fNDU2tqGLTFbONlS1Gl1G/aD4pqzZhhmkGGYigP/PwOgEYD3MpfeAuBzACOszpBlw8PD2HXfvWhubl7y2NbkZDTvz2PlPkPNLVDNylkZazU8W1sMjZl/OXP7UVlISknE9z99hW1HcdN3zN3dHRER4fi/fzyBzz79Ank5+QaPpTZxs9LpqWmzNrc0NYmVFSrKzXMsPSEpATn781BZUQWagxIe+hgfn+C0SfV6HNz20uq0UCmVy67IrKWttR1FhSWL+pDpKzQsFPV1Det+3qGKikrQ0d6JrOyMFfsk+vn7QigUIi0tBSMjI8jNYee1/HDT09N6l6ywdCKREOPjE7C3t4NKpUZQUCAneV46nQ67rvsb/nbL31gf2xTWFd5RFBUAIAFA8WFf9wZwJoA3WJsZRzw9PdFdU4vIyMglj5104okYrK0zeGzNrBzNf+Sg6bc/4BLgD7F0+dNgbBLaSvFCYQmK65s4v9dqdt18PU48idsq4QdXkX784SdIrCRIz0wzeGXIS8/6IJOTMszMzC67Arke9fWNRj3/cOZqi6Gv4OBAo//ODCUUCrBtexYCAv2h1Zm+xhgwvwqqM9O9l6OQK6CQzyF7exacnZzW9bPRaDTw9fNZ6G24Xu4ebtgSHYWC/CKDng8AapVa78KZfD4fbm5uSM9IQ0V5FcZZrq3lH+CHgvwiNDSY9zWXDVKpFK0tbaisrIZYLOKsUvacYg6pW9M3bM9BvQMliqKkmF8xuo1hmMObzOwGcC/DMKv+66Mo6jqKosooiiobHTVtf55DSSTLL4nfe//9mJ2ahkapXHsQmsHc4DAGq2rwr+tvwe+v7EFzTh5Ct2Ui4pgdEIhN9GmSYeCsUiHSRMeiVyIWixBpggagOp0OJ596Im648VrMzMwCBp7aDAwKQI0eORujI6OwspJgYmJyfpl6ndXQlXNKNDe1sJ5QW1pShtbWNhQWsF8gky2JSQnIy81HV+fyJR24NjI0Cq1WC7Xa9HkRpcVlFtOeYWZ6Bn19fQiPmK9Y7uzijOqqGuTqsSKbm5OH1pY2iFl4PcvITEN+XuGqQRrDMMv+vLZtz0L/OrdUBQIBEpPiAcDoFa3DZWSmwcnREXOKOVbHNZWx0XGUl1UiLDwUISHBRqcyrEWtVrPyO2QueiUSUBQlxHyQ9C+GYb5Y5pJkAJ8cSCZ2AXAyRVFahmG+OvQihmH2AdgHzJcHMGLenHC0t0fsqSdBeKAWz2hdI5xDgsA7ZAl9bngUk/0DUBaW4qyTTsY0RCiUSLDjhmtBmeho6qFUrW14+LwzTX5fc9px9HYA80HT4flM66FbY1umqLAEW1OTwePx4OLiDBcXZwwNDmF0dAyDg0Pw9fOBUCBcODkin5VjbGx84eiyRqNBR0cnorYsXb00lkajRWhoCPz9/VFSXGaRJ294PB6ysjOh09HIy8k3+Sm48Mj5vm/DQyOws7czaW8u+xX6M5qDRqtFQODi1ZiExHi9kt55PD6rv7+ZWekYGRlFZ0cXeDweGIZBSEgQhodHQVEUwsJDUFNdi/DwMIxPTKC/bwBisRg+vt7o7+03qFK0s4szxBIx8vMKEB4RvtDyxFgymQwenn8VnZybU5q9/9taFIo5NDe1IDpmC5Jc5+st+fn7oru7h9P7lhSXIS2N3VN0prTmuww1H/28A6CRYZgXl7uGYZjAQ65/H8B3hwdJG0FKSgpy//gFzq6uUKlUsKqqx0xNA9r5DHyiolDz409o+yMHt95yCx5+Z74v2flXX4Wzdj8LHDhxJp+YBE8gAI+iILaxBjhuSOm1wurYZnXop/SGugZkG9GHKCIyHLk5eXBycsaW6L/eDCrKK+Hp5bnsVoPHgYJ6/gF+yNmfh/iEOFRV1SA+PhZVldXIzM5AYUERtkRHobCwBCeccOy65qRUKiGRSFBf1wAej4egoECIDwTq+XmFYGga9g72CxWoRSIh/Px9LbpGE5/PM2v3encPt4UCkKZQXlaBpGTuK4TrjWEwMjICH5/FqaWubq6orakHwEAikWBOMQf/AL+FE2QAONk+dHNzhdsh5VeqKqrh5+8LpwMnrZJTkjA0NIyAAH8EBPzVTcHJiG4IUqkUmVkZ0Gq1KCspx9zcHFzcXBfa5BiCoiioVCpUlFfCxdUVPj5eyM3JQ1qa/r0AjVFWWg6NRruu1er6ugakbE1a8nUXF257Ef7+237sfNG03SPYpM/H8UwAlwKopSiq6sDXHgDgBwAMw+zlZmqmd/TRR0On082vBkg0OOG55yAQCNDc3IyRkRE8pP4OZ+x+BqL+MVAUhaGhIfQxWqh/+R2BqSmo+PwrVH/9HeLP3AmdWo3s667ifM59FA/7fvgZVx5/DIRHyIkqAJiYmFwIWgxlZSVB9rYsdHf3QKvVQiAQYGJiEn7+fnp96hSLRbCzs0V8fCwUirmFwoLpGfOfnE444VhUlFciMSlhyXMZmllSmmBocBhyuRxCoXBRl/qiwhJY21gjISEO1jbWmJ6eWdSKoKW5ldXGlVzYmpqCivKqha0QUzNl7aq5OT227k2gqKAYDk6O8PBwXxIkAfO/vzGxWxZ9TaPRYHR0DK0tbeDxeEhIjOd8nsvVWmtvbV/SIoSNYFsgECD5QKAwNTUNuVwBGxv923ocSi6XY2Z6ZuHfOwD4+fmZZMs1P68QmVnpaFhHburB5yyH60KdfEqgd9FhS7RmoMQwTB4AvYvNMAxzhTETMicej4cTTjhhydfDw8MRFhaGub2voeXPXIQEheE/n36KM884A9duOxplVZVofe+fuPK4E9Dq7oVeH3d4RIRhorcPTr7cfsq38vXGkFYLhUoFe4Fh/+A3ovq6emRvYyc48Pf3g06nQ1trOzw8PRbaU6zl0KOu1tbLNzAODgmCUqmETkfDxsYaRQXFEIqEsLGRIiw8BDweDwP9gxgdG4Ozk9Oyhfm2piZjcGAQ1gde0A9vPBsTG63vt2pWCjn3p0BXYsrEakPfeNmWlpGK1pa2dbX1EAqFcHV1gasrtysMaxGbYKXc3t4Ofb39KC+rQFBQIHx8lzvM/Ze83AJ4enlgeHAYOppGRmb6Qnulgwb6Bxa1aGKbTqcDn8+H3YHiwlFbItDZ0YnAoOUT3SvKKzE7K4dYJFqxgKRGo2G1p9vhlHNK+PqaN4fWWJu2Mjeb/v3xx6ipr4esfwDOAf74rLwELn/+iaraWqjValxywYUL+6+fff453rzzDmi1Wpz2xEOgKB4cfdjtwHw4zfgE7C3kxdlUnJzYLYjG5/PXXZFbn08P9vb2GOgfQFtbB7Ztz4JWq0XagaXyttZ2jIyMIiMzDV7eniuOwePx4L3MisBBjo4OkM/KYbPOU5Yd7Z0YHZ3PDRGLxRAIBItWsthmzqTEtXo8sunwxsDmUl1VuyETaDvaO03Ws8/H1xs+vt7IzclfMVDSaDTo7OiGv78ffP18EBy8clDBF/DR0twGf3/fhS1zfdA0jfy8Avj4+CAwKGDRYwdPuPb3DUCtVkMikUAun114PDAoEI0NTZDLFVAqlXB0dMSW6Eh0dXYjITF+zULE4+MTcHZ24mzVVWIlweCg+WubGWPT9npjU/Rxx+DoO26BlUQCgZ0tGJrGaF0jXCNCQYlEyHnxVZwUHYffqiqgsbXBlhOORVtRKXLefBsJZ56OoPRUBHKYbMtoNHgkZen2zmbW1dmNgED/tS/k0HqSN4eGhtF9oLv9waX5g/lIbCgsKIatrRSzs3JoNBpkr5I4XVVVAwrzK1GHL4fn5eYjZWsy62+wY2PjrCXRWvocigqLkZZu3ubH42PjsLa2htUKK52WrK6uHlKprcmCJWC+fEJ1VS3SM+d/bhMTE2isb4LE2gpRUZFQq1WwX6OP5uSkDFqNBo2Nzdiamrzqv22dToe5uTlIpfMtYMrLK5GUlIDKimqIJWJMjE9AaiuF1MYGjo6OEAj4i3LHVqPT6jA5OQmaYRblgq0mNyd/1dcMY911+3149eU9Zukeoa/Ver2RQEkPN/ztFrRTNMR2tog54VjwrJa++DBaLahD2mT8uWcf4k8/FQ4GnNIwhKStHbeecQpEgiNjkbCosMTgui5saW1pW7H4nTmt1MxyTjGHhsYm8Chq1dyTwoJiTpqoVlXWID4hlvVx9aVUKlFVWbPwezM5KYOtrS3r1dLzcwvM2gj3oNKSMqRstbzTkPpio5nueuh0Ovzx2/75bT+GXvdBkcbGZoyNjkEikcDX13vVHMrcnDz4+PhgZGQU9vZ2i/pWHtTV2QUra2vOG++OjozBRmq9KO+RbR++/y+cetIZ8PIyzfuhIY7Iprhs2vvKq+jo6EDa8cchNC0V1ssEStRhAcpRN16Hsk8/h0uAP/ySEsDjMMGPVqqQGR5yxARJgGUUXJybs8waKivl41RUVCIza+03cC+vlbcBjeHk7Iipqak1P5lzRSKRYGtqMirKKiGXy+Hi6oq21jbWgwlT5NfoQ7DBmy+PjY2ZLFDSarWorqrFsccfbfAYkZHhwIGAR6vVYqB/cNGW+sz0DDq7uhEbGw2K4iEwKGDJNtuh9O2lZyyKmv8Qk5GZhuHhEUzJphAWHsra+CMjo9j/Ry4uu5j7w01cOXLeWY0UEBAA/+goWHu4gVZrUPDg44jcsgWt0GHrBeeAt8yLY/J5Z2N6aBg95ZUQS6WYHhqGQjaFhDNPWygnwAaeRIwve/qRHh1l0UubbOnvG4C5VkIXsdC/6/mifRoMDg7C398PoyNjUKtVi07nrGZkZJSThFSdTme2IOkgHo+HxOS/tqkrK6pYv8eWLZGorqpBXLz5Vs+A+bpeNE1v2NNGqWlbUVJchpCQYDg5c5tjVlVZDY1Gw9p4fD4fMtkkvLw9MTw0gqGhIahValAUhcrKarP/bhzKxdUFLq4uGBsbh5OTI3q7l2+WawjZpAzPP/0K3n7rXdbSDMyBBEp64vF4CPGY/3RQuO9dvP/OuwgMDER/fz9eeu01NEKL+HPOWPI8Ow932B045uoZFYG56RlO3mD509NHRJAEzB/r5XI/XV86reW0qACAyYlJUBQF+awczU3NCAwMQElxKVRK1bq2Ebh4Y+3vGzD7SarlzM7Msh7UWFlbQS5XQK1Sm61+VEtzK+IT4izjA4URDhZS5bo2VXJKkl6VyvU1X2NJg7LSciSnJG2I3nAH8/dCw0JQXlYJrVYLrVYLFxdnhEeEGTRmc3MrLrzwQlgtswuzkZBASU80TaO5rR0oKsFFGdkIPFDp1tvbG88//TS+/uYb/O+j/6Ksqx3HP3APwF/+zcbqsKPdbJht78AT55zO+riWSjG3vjYiXDF3cvKhCvKLkLI1GRQFnHTKXyUutqauv4kp2zkRk5MyMAy9kLhqSbK3ZyE/r5C18UpLyhAaGrLiUWyujI2NQywSwdbOFqOjYwgJDUZTYzMnVeHNQaGYw9TUNOzt7Ti7h52dHaoqq+Hl5Ynp6RnY2toaFeAkLFMfaiPo7OhC0iGrrjPTM1Cp1BAbEPS3trTh1JPOYHF25kECJT0xDIOxiXHE17XgujeW9v49fedOnL5zJ6qqqvCPX39E8I5tJpubjVYH8QbPR1hNSXEZ1Go1kpITMNA/uGyOmDlQFGURWxvd3T2gKApCI9q5HMrd3Y2V74umadTXNZikl5Qx4uJjoVarIRIZvvrDMAxyc/KRmpqyrmPh60HTNDo6OjE0OAw3N1cMDQ2Dx+OBpmkkJSWAz+djfHwC1tZW4PF4iIyKQG5OPpKSE9DT3QuNRrNham4d7uAKclFBMVxcXdZdykMfIrEIwcGBEIlEcHN3Q35ewYZYCWLT8PDIkgKgUlspCvKLEBwcuO4iv81NLbjq8o3/d0gCJT3x+Xx0lVWsub1lbW2N2ZkZE81qns7PB1/mFODMbeY/acOWg/kCLc2tC8vvKpXapKdgViOblEEgsIxqs91dPaxW5p6anjZ4tUyn06GosAQCPh9BwYEb4o25q7ML0TFb1r5wFUqlEnHxMZwESaMjYxAIBRAIBBDwBQutWJZLuJUcUq6CoqiFACMiMhwqpQqdnV0INFGSMBecXZ3h589NnarD25lkZmWgurIGcWY8qWlqw8MjS1aUKYpCTGw0qquq0dHRhZjYaNja6rc6rFAoLeI10lgb/zswIR6Pt2agFBQUBJvWTugUptkeGmpoQvjsLKRWYoxPzUCpUkO7zirE/aNj+KGoFP/dn4eh8QmOZqofnU6Hyspq8Pl89Pb0ITzirxcvQ5Z+udLS0rqoIaY5hYaFsJqI6uLijNycfNTV1q37uUWFxcjMSkdq+la46lnDxdzW+jetUMyhtLQcba3tC18bHBha6HLf2NCE8tIKzhLVBwcG4ejoAFtbqVG1w8QSscW0VzGUt7fXwt+7KYRFhKKzowtlJeVQKVUmu685qNVqxK7wwcbOzhbZ27KQkZkGiUSM3Jx8jI2OrzpefV0jtkRa/gclfZBAyUiHJ0sKBALQIhF4HB7VV07PYKC2HjrFHDyiItDu7IxCmsKeji78PbcQ9337P0xMz6490AFv1DWhXGKFJnsH7Ovswb9/+5Ozua+lv38ACQlx8w1hgwNZr3HDBqVSidjYGHNPY4FUKmU9sTx7WyZ8ff1QXFSKnP15a74oAvNbQ3Yc5pBwRbHKh5ru7h5UVlQhJSUJFI/CwMAghgaHQTM6lJaUQ6VSYaB/YKHaOttommY1ITwqKgKFBcWsjWdq1tbWGBoaNtn9rKysYCO1QUJSPEZGRjE9bdrdAlNqbWnT6zqhUIjsbZlwcnZEXm7BitftefVN7Nq1i63pmRXZetODTqfDwMAAZDIZSkpK4OTkhF9zciBXzqFFMQMenw/dnBLHh0fh2muuwaiVCGFG5DuspLu8Ei6+PrBxdoLXoVsFPB6oAy+mIhdn6BQK0AyNL3LyUT4yDq1GjWcuPGfRWBPTs7CxkqB3eBiiQ9qfUAIB6qbM82JQXlYBtVoNPz/LaAGxEh7FA19oOQFcTXXtis0ujWHvYIfUtPlk8P7+/jWv5/F4iImJRmlJ+bIdyi2VRvNXTa6pqWmMjY5hbHQMGq0WAgF/4e/W08MD/f0DC0VGvb3nW14cc9zRKxb5ZMN6W9OsJT0jFaWl5UhJ2Tg/o0N5e3thYmISTk6maUtzsLq1l7cnFHLLOEjCBaVyfauNPB4PmZnpC/3nDlVeVolTTj5t05zEJpW5D9PT04O9+/ZhcmYGo/JZ0Go1xkDDJTQYapUKW449GspJGaQ+XsBhe6/tBcXoLC7F0buuBY/lXIWJnl44+fgAPP1+8XSKOfAPti/Q6qBSKLBFo8bg1DS8HOxQLxRDaCUBxeMt+T4AQNfUDJ2LC3gCAfjDw7ggYyvCOG7wm7s/b93VcM2lrrYB0THc9UVbj4GBQc6KRB5UWVEFNzc3eB/St3C5BGiGZjArl+udw2AJtFotcv7Mg3+AP2xtpXBzX/+WYe7+fGRv56ZkxWpd3w3V29OHyclJxMZZzsqovmSyKVhbWxmVfG8IjUaL4qISWFlZITFp7R5qG0lpSTmSkhPWnU+k1WohOGz3hKZp3LLrTrz91jsb6u+IVOZeRnFxMY499RTs/+lnJCbO1+eQy+W47bbb4HLBmXDx94PTCttn0hXeBIIzUhHM0RL8nGwKWMdKC//QHk8CPsR2tmgDAGdntAJY6yWGHxGOhc8IDvZ4r6oeVwDQanXwc3eDrR49pKYVCkxOz6K0qQWNI6NQ29sjwVqCs1Zo72Bn5mKE6yGTycw9hQWjI2OcB0oJifGoqqrBxMQEfHy8IbWVoquzGyKRCC4uzgv/JigehYH+AYPrrpiDbFKGrWnJRpUvEHC4wpiZlQ6tRgsBS6caAcDXzwdyuZy18UxJq9FAIGC/zMpahMK/Eum5avNjLo6OjgYlXQsEAvT19aOjvXPhQMnExCSyMrM3VJC0liM2RykpKQnn7Dwdzs5/ne7p6+tD/cQYrOzslrQkAQBao8HM6Jgpp7nAztMd/bX1Zrk3AFj7euPTcRm+mJrBs9/+uOTx5VYme4ZG8G5XLxodHICwUIjc3VCp0mBsanrRdTMzsyjML0ZMrHEnj0zLcgr5KRSmecOLj49FTGw0HJ0cQdM0HBwcEBDoj7q6hkXXcdWFnCsDA4NG13hKz0hDT3cPCvKLoFazl1gPzPcFozg5ObQx38hGRkdXbNNjKqlpKeho7zTrHNgyMjKKoOAAg5/v4+ONyMgIjI2NQ6vV4j8f/xfR0ZsjifugIzZQEggEeO+dd+Dv/9cpkvDwcBR/9Q0CmjrR8Ppb+OyO+zBU89fJn8mBQfAFfIA2/Zukrasr7C2kwKEoLBTDE5P4pawShXUNePg/X+C+H39dEixF+PuCOuyEisjFGa/9+AsAoK6zC5/8+gesrCSIio7cUMdIGTP8DixHPisHj2f6fCmxWLywRRUdHYWZQ5Jcg4IDUV5WYfI5GYqtvz8/f78D/bKGWUuun56eRmraVvBXKGBrjLEx83zoM1ZUVCSKzJiQXl5WAYZhEBQcaLY5sEkhV6C3x7i2Ja5uLnBxcYZAIEBNVT1SUtZf6NaSbZx3JhNxcHDA7bfdhi/ffR+Nf+zHUQJr/PH8yxiorEHxRx9DbGWld54Q27RaHXQKC2jESlH4PK8IhXwBftXSEIWHwcbZedFSK8MwePqLb8FfphK52t4B93z8OT7t6kOriyve/t9vnFbc5YKDBRRQHBgYxODg0ELCtblIbaWorq5d+HNRYYnRdYlMaWKC3ZIYvr4+rAQhTY1NqK2p5yQXZ2xsHGEHktI3osAg8wUpFEUtSV7eyAIC/dHbu/ZhDX3Z2pp+W5RrJFBaBY/Hw6WXXorPXtiNc7388dObb0PzzU8YqKw2y3wcfL0x1tVtlnsfbszba1FgpBpefGT3fyUVQOjyL8RWnu6wjQyH8ECwMezsxNk8uRITG222o8JyuQKlJeXw8vLkpEKxIbKyM5CfW4CK8ioIhQLQNG3uKellbm4Odiy3FdLpdNDpjPv+S4pL4e7hwclpRgBoamxGc3MrSkos70DNWlqaW+Hj6222+89ZwodVFo2PT7Cab2VjvXEOcujriE3mXg8vLy94ec2f9nnhmWexd98+fP7eP7H1yktMPhfVOo9wcoU67BNVspPDwv/Xtncir6MTksgI/cYSiaDSaDCnUmNOqYSnhWwxrkWlUgEw/acnmWxyUS8mS5F5SJJ+U1MLRkdG4e3tbVT+A5cG+gfR19cPHstJp1NT0/Dy1i+5XqPRLmk9MzU1jeSUJE63og8mJU/JpjA3NwcrKysU5BeBR1Gc1YRii43UBhqNxiy5cJOTMkQcVsF7I9Nqtejq7Gb19UQxtzEPCayGBEoGuOG66xC5fz9e+OIbxJy1U+/naZQqCI0sG+AeGgIwDGBhJwokBwpD/lFZg/0Kpd5BEgBoJmV48cvvoA0LhVatxkMO9hByWLCTLSPDo3B1dTH5fSnwMDI8su6+S6YUERGGiIgw0DSNosJipKVb3puvUqVcaI/DltKScqjVamRkpq166qezowsajRaubi4QiYSwsbFBYX4ReHw+nJwd0dfXB4lYwnnLHnsHe+Tl5MPaxhpSqc2imlKWamhwCN7eXmtfyIHpqWmL7lu4XkWFJQtBM1vMnWjPBbL1ZqDt27cjWMOAVulf1v7P1/YafV+xrRRDjc0YrGtAb1UNBmrrAZarMhvit6FRPPCfL5BHM+AfUsBSHzwba/AoCrzmFkTPKTZEkAQAU1NTZrmvl7cnxscnzXLv9cjNyUdVZQ1cXP4KJicnZcjPLUB7e4cZZzavv4+9vAwAGB0ZhZu7KzKz0jE4MISc/bno7urB9NQ0KsorF7YjZ2ZmMTg4hKDgAEzJZAAzXyspPTMNqWkpCA0NwZYtUQgOCUJDfQNGhkdZnefh0jLSkJiUgNi4GCjkcrMmSi+nqbEZOfvzUFFeBaVSabZgTqfTwdZWuiGrz6+Ei+K+Rx2dhX//+9+sj2tOpOCkESYnJ3HmXbcj88Zr9br+lxdeRtY1V8KK5X9oE1090MzNwX0DLgkzag2Ot7FC2hb9V6AsRX/fAGykNnBwMH39p6bGZoveAtDpaLS2tCE4OBA6WofmphY4OjlCIhaDzxegt7cP8WZsNlpf14iIyDBWk3Krq2thbWUFrVYLJydHuHss7gVYXloBHU3D09MDvn76F281daVzmqZRUlyGtPStJrvnSsbHJyAUChfyyHQ6HRiaYbWmlL4YhkFRYTFsbGzAMAzi4jd2s1y5XA6tVsfJQZr33/0ISfGpG+r0Gyk4yRFHR0fEODgDOh2wygsuo6MxNTyMHbfsgo6DT0NOAX5gaBryiUlM9fVDZGcLB1cXCGzYbX3ABXlPL9LO0X/70pK4e7iZrVHm2NjavdfMhaZp5OfmY9tR2ZDPyiEQCuDv7weKx8NA/wACgwLMGiRp1BooFArWTy7FrVHlOikl0aBxTd3Sh8fjWURl9aLCYnh4eCxqBMzn8wEzHTijKArpGfNtalRKFVpb2xASErwhCyvOzs5ieHgEwcHcbO1edsXFuPeOhzdUoLQasvVmpMsvvBA5b70HzQpvmGqFAv31DXDw8oRAJIJ4ndtS+qJ4PNAaDbxio+ES4I9ZC34jPZRQo8Zzn32NF7/8Fs09feaezrrodDSs9KhQzgaNRoOxsTEUF5WgqqIagUZ0keeaXC6Hy4HcLRupDcRiMRwcHWBvb4fwiDBMTsjQ19uPnP15yM3JN/qEmL5y9uehIK8QdXX1G6oXnbuHGxobmk16z4BAf4wMj5j0nodLS081+xxWIpaIERgYgNKSMkzJ1r8F398/AA3LhUn11dTYAqVSxVmQBMwH2zra8vPd9EVWlIyUnJwM5XPTKyZpU3w++EIhKr/8BglnLl45mejtQ09FFUIy0yB1MT4p2NbdbeH/FTOzcDB6RO6JIyNw8Bzfp+OToIpKYSsS4m+nn2Lxn9TEYpFJ+qwB8529wyPCkJpm/u2Qtchn5YjaErnsYzweD55e80noPr7emJmZYfVcQmFBMZycHTE+Nl8b6WBiaUJi/EKLhY1oamoKcrkCNhx90DqcjY0N6mrr4XbIa4o5bE1LQVFBsUWexBMIBNiamoK83AK9EqLlcgVqqmshtZUiJCQINdW1Bq8yGmN8fBwRkdy2GOru6kFsTDyn9zAlEiixwH2FuhFdpeVo+TMHx999O6YHh6CQTYHH40FyYL9d1tuHGDWDkm9/RPqVl7I2n8H6Rnit8EZl0SgKTFgopgG89eMvuO7k4809ozWNDI+aJFCytrbeMEXuZLIpvU/k2draoqG+ccXASh/TU9Ows7fDxMQkPDzcERgUAFhu+pZB0tK3YnBgEFZWEpNVsJdYWUEul8PGRFv4NE2jsKAYDE3D1c0VIaHBmJmZQUSUZecvJiUnYE4xt+rqsk6rg2xStqheUXhkOJRKFSQsN1Bfi3+AH+f3eOb/XsBb+97h/D6mQrbejKRUKkGtsISqnpvDeHcvvnviadi19+DNsy/EVw8+trBNp1Mqcemll+LU0Eg0/vI7a3Pi8XgWVz5gvYY8PNDCYrVYtuTnFaKyvAp5uQWorak3Wa4NTdNQyBUmuZexQkJDUFKs/0GNgMAA5O7PM6hIZUFeIYZHRlBVUQ2FQjEfJG1Snl6eKC0uM1kxz7i4GAwNDhu0tbRearUaxYUlyMxKR9a2TIRHhGF6ahpSGynqaurQ2NiMivJKTExY3mnP6emZ+dZWwKKfTUlJGSYPzLepqRnePotLGtA6HWZnZ1ccd3RkDG2t7az/vO1N0Hzc2cllw3yw0wdZUTLS1pNOQOYN1yz7WNi2LHQVl+HV2+5EWloa3t27F7/++iuee+5lhIeEIN3HFyEhIfDw8MCrJ50A/5QkWBt5gkqnUkO7CepYUDweviwuw71mrMB7KJqmUV1Vu2Z9HK4EBQda/Em3gwQCPtSH9fhbjbW1FTKzMtDV2a1X/6zKiipsiY6CSCQCj89H6AoV4DcjrU5n0p6IMzMzkCsUCOTzOG1N0dLcitTDTtk5OjkCALK2ZS58LTcnH9mH/NkS0DoaIpEIHe2d6O8fWJhfQkIc6mrr0dzcumxyvJ29HQoLitDS3IqMzLSFmmPW1gdP1cXA1c0FJcVlsLGxwZboxauu09MzqK9rgFgsQmKSfgUjVSoVtFruc6NU6yibsxGQQMlIrt5ecFqmKJxmbg5CKys4e3nCx+evo8DHHnssjj322EXXisVinLpt+7JLsCNt7XALWblNRW9VDdxCgiCWSjEnk0EstYVrgOUm+q7HtKOjuaewoLe3DwmJcWadw+jo6IYIlHQ6HWJi19c9nMefz13Sp+Iyny/AQP8grK2todPpMDenhEQitvicNjZkZqVjZnoGtiy3XVmJQjEHR0d7dHV2r/tnuh7RMVv0CoLczZwztRxPLw+UlVUgOTkRQqEQI8OjaG5ugY3UBgq5YtX8pfSMNGg0GuTm5MPZyREZmUtb1mxNTYZcLsfQ4NCiLe3WlraFrbyqymrEJ6z9+iQWi9Hd1QNHDl9bn37qWVx77XWcjW8OJFAy0p0XXYr8L3/EpHwWRTU1sAnyR2B8LBpzC8AwNHadcMqiQGklf3/kUZx6zVXIvvf2RV9XyefLwfdW18DawQE2To6QHPLJTjkzg6HmVjj5eGF6ZAzeMVsgklp+WYC1qCcmcaEJ9tL1NTgwBH9/887HP8AParWakyapbOLz+WhqbFp34rmVlRUK84tB0zrYSKVLtjXzcwvg7OwEewc7+Pv7QaPRwNPLEyKRELOzcos40m4KfX39iDRR3k5GZhrUag0YhoZOp1tzO0Wj1mBiYhLDw8OIPaRcQlVlNZxdnDHQPwCapsGjeBCJRaBpGv7+fnBwdNCrr52XtyfGRsfR2dllUScXk5Pnk7J9/XxQW1uPmNhoveurCYXCNQNEGxsb1NbUwcPTAzqdDlWVNYvajkiltujr7V+zB15BfhEyMtP0mpehJiZkiIqK4vQepkYCJSOdfPLJOPnkkwHMFyQbGhqCTCaD0zkXwc3NTe9PuXZ2dvj7Lbfi8X9+gthjdsDKc75Y3XhXD8Y6uhB32sngLVOxmqIo+CclADQNW/f55+i0WtBaLYQSCUvfpenRo6OIPjrb3NNYIJWa/k1YrVajpKgMNKODVGqL+IRYk267GMPNzbBP/umZ85+QlXNKzEzPoLq6FgzDgGGYJafWhEIhgoIC9D51tBnU1tRxurKzHJFIiNaWNoSGLd3inJmewfT0DLx9vDAxMQmNWoP29g64urpgdlYOqdQG7W0dC6sdvr76F9pcjlQqhVQqBU3rzNbvbTXjYxPw9HBnvdEyAGxNTUHO/jzExsUs6c0WEjq/q1FVWYOgoIAVq4dLTfAhOjomCkNDQ/D2toy0CTaQQIlFFEXB09MTnp6GnYLKysrCg1otWlpb8fOX34HH4+G4mFj8VlQI7awcIgd7gGYA3l/Bl/TgEuohb6Cy/gHYW3AfMH0I/fyg1enw8e85uPS4HWadS2lJuVm23cpKK5C1beMFAH29/ZAZ2d5FYiWBxEqyZgBUWlLOaudzS9bZ2QVXN1ez3HtkZGQ+ENJowOPxYGUlgVarhUqlRnJyIspKy2Fnb4+wsBC4e8wHyU2NzWAYYKC/n9WedUqlEhMTk+jo6IJOq13UjNnchoeHjTrBuRoej7dmiYv4hFhMT88gNycP8QnxS1ZZI6MiMDgwCE8OT+rW1Tbguqtv5Gx8cyCBkgWhKAo7duzAjh07cP11f+3x3njDDXj0qafw36+/gkdaCtLOOxtCO1uAx8P06Cg8sPgfprO/H8a7uuF8IFdpamgY9oe1U7B4Wi0e/PRL6CQSXMIwZs0/UalUEJih/5xWq53fptggq0jA/NZLR0enyWoWubq6oKG+0eSrLKZWXl6JLVGRkFiZZ5U4M2v1YCQ5Zek22MF8usiocMhkU6y1+pFIJBgZGUVsbDQcHB3Q3z9gtia5h2ppbuUsSFoPOztbZG/LOnAApWah1crB8gtc/9sU8IWbLl9w47wCH8FEIhGefuIJtFTX4J8PPoqo3hEIf/gdta++iYGSimWfozjkE/1wc4uppsoavq0U0sgI2Pn7ob6r22zzKCwoQoIeSZJc2LY9C3m5BWa5tyGqq2pM3lolINAfMbHRKCkuNel9TSk3Jx+BAQFmC5KM0dzcitGRMdb7IW7bngUHRwcAQF+veSv6FxWWoLGhyWxNslfC4/EOJG9349//+g/GRsc5D5I62juRkW5ZpxLZQFaUNhg/Pz9cccUVC3/+/Isv8FtrOxxDF5+M84yIwHhXN3L2voNTHr7XxLNkiVaHMxzsEB0YwPrQ+XmFONgQ2tvHC4Er3EOr1cHGDMnxNE2jIL/IJDkFbJmenkFcfOzC1otpba5PsAf19w1Y3HF4fdE6GmqVCq5uxncdWE18fBzy8wr1SgZnW1NjM9LSty5sSVqaiMhwfPDeP7H/z1xcdPH5nN+vu7sXQUHctUYxF8v7yRLrctqpp6L2ux+XfF0+OopvHn0KyeefDdEGaI67HGVXF2JD1q6rYwgbqQ2ysjOQlZ2BwMAA1NbULblmaGjYLAUMFQoFKsorkZWdoXd9FEtwMFQxxxuGOZLtTWF4xDJ7nemDx+dhcpL7ApFiiRiZWenQctBwfCVyuQIN9Y2YPXAqWSgUWmSBxdaWNrS1dOHSiy/Hm2+8jamp6YUPiFxIT9+Kb775mrPxzYWsKG1wIpEIN+88Ez+WV8L7kDfV317dixPuuWNDtjJRT00hmc/HzrN3rn3xesZVa9DZ3gGRWIyww4oUeni4o6S4DLFx0ZAcOC3Y1NAMaxsr+PiY9vTG8PDIsjkfls4cfasAYGR4BB4bLQdPT4mJ8Rv6VJ+LiwtaW9qgmJtD3CHlArhQV9+AiPAwk2xRVpRXWvxKH03TePnFPXhr39ugKAqBTYH4zz+/RHV1FTy83HD/Q3eznnspsZJgcmpjNGRfDxIobQLnn3ceah57DPl/vgJrvgAURWGktQ1l//kMArEY6RdfAEcLqkm0FpGtLSpVavR/+z9cc9JxEAmN+zXt7emDRqNBQKA/wlco2Ojq5gpXN1eo1WqUl1UAoODk7IjYuBjk5uQjJSUJHR2dcHZ2gvthb8oTE5Ooq62Hr68PKytQgYEBKMgvgrW1tclapBhLrdagvq7B5AHe2Og4RGIx6zkwloTLFQCuHUxu7jNBO6LIyHDMKeZMEihZWlmC5Xz5+de46cabFxKrIyIiEBExX3+rt7cXd9/+IFxcHXHDjdfC2cWZtfuqVdxX/jY1EihtEn9/7LFFf77vgQcwMjSET774AjZOjti+61oAQMv+XDT/vh9bL74A7svURbEIFAVtVxcmeTxMyWfh6uBg8FDrLbAmEomQdKB43ODgEAAge1smlEolAgL9YW1tjYb6RkxOykDTOiQkJkAoFCI4JBAO9g5obmpBeMR8Z259CvQdNDI8ipGREUTHbAEwX+hPp9NBp9Ut9JGyZKUlZWbJEZmclMHRcfMGSQA4z/ExBWcXJ7S2tnHWbqajvRMCoQB+fr6cjH84rVaL0dExuLpa7s+mt6cPZ5x27rKP+fr64o09ezE2NobLLr8En37+LwiM/EAKAG++8TbOOfs8o8exNCRHaYN74LFHcdaVV+Dd995bdOriH//3f3j33XehkMlw35nnovyfnwAA5OOTOPXRBy03SAKgaWrGUxeegwfPP8uoIAmAwceGFYo5DA0OL/xZIpHA2toawPyn5MysdGRvy4JIJIJGrYa3tzdspDZwdHRAXm4BcvbnYXBwCPV1DXrdb2hoGNExW1BUWAK1So2S4lLk5xVieNiyc1RomkZeboFZgiQACA0Lhkqlxtyc0iz3N4XRkVFzT8FoVlZWnFWULy4sQUCgv8mCJADIys5AY0OTye5niOztWfjm229WvcbFxQUR4ZGsBEnAfCPf1NTNV9eMrChtcPXtbQi87ELUqNV4985bcfNxJ+GC8xefbjj1lFPgYG+PO55/GRHH7QDFW/mEEMUwYADAjHUwdGL9ls472jsxMzODwKBA2NnZgtbRBxJIZRgdGcXY6Bi2pqUYNAeZTAYv77WLsolEQjg5Oy382c3dDW6H9KNycXFGe1sHNBoNaIaBh7s7HJ0cQFEU2ts6IBQKoVAoYGs3n4yclr4V09Mz2Jo6P29TdG43FMMwGBkZXVgFMxexWASGYbfDuiVobmqBTDYFf//N0buRpv+fvfMOj6ws+/9nanrvvfdk03uydBUVrK+F14YFREBEFAvYXxXEroCIqKj4s3cFG7rpvWx6773X6Wd+f2Q3bDY9U7N7PtfFxWbmnOe5M5mZc5/nue/v1zJ/o9i4GCbGJ3B1c8PrgmSApdFotETauadmdk4mP3z6Wd76lrceeFxgYBC1NfXkn/C78lKuu/4aWlpaKC21H1cFcyAmSqecnz3xPe772IOMOshQOjvzj/+8uCtRgi3V7/d0dFAnO3gRUa/VMdHRSXhWhoUiPhxBKmV1YxN3F+ftx0aGR5ifX8DPz4+RkVHc3d1ISU1GLpcjCAL9fYP4+vkwNzuHh6cH8QlxxCfEnTiG4OAgdFodXZ3dJCTGn7iTy9HRcZcq8fjYBIIg4B/gv7er+CX2B62tbVYTbzwOfb39rK6ukpGZbvNun/7+gW1fudMm0Hkp3Z09LK+soNVqkUqlp7aAey8qyqu2/dDMjY+vDz74UFfbQF5+jkXmuJypqSmT7VisQUCg36ElAG9605v4+S9/YpZEqbA4nw/d+1EcHBzIyzue16M9IyZKpxw3Nzd++MSTzM/P4+LigpOT077Hvuc97+E3b30LPuFhW8reeyBzULI+P8/G4iIu3t67njeoVOjUGhwteOfmHBnO/MoK7i7OnG9tY3V1lfSMdJaWV/Dz8yU8YucSu1Qq3fY6MmdRr0KpICk58Uiu5sfhMOPKS3F1c6WivAoHpRInZ2dSUpOQSCRUVVQTGBRIdIxl5BMOYn5+YU/fL1tRUJhPXW0DGZln6OjoQqvRmuVL39r4+PmQmLx3s8FppfxcBTK53CpJn05nuSLiy2sdg4ODUG2qcLVzI2YHR0fW1tbwPKCE4ZFHHuHlr7reLPNJpVK+/fjXeORLX8XHx4eYmJjDTzoFnM5bL5Fd+Pr6HpgkAcjlcv78058x/MOfIWi1+x433tq2I0n659e/TeUzz3Luyaf5w6e/QNvf/2m2uPdC0OoYHBun/FwlYeFhlJQW4+bmSkbGGZycD/4drzSysjIoKS0iNz+H1LRkRoZHaahvIjc/h8VFy2vUXM7Q0DAb6+tWn/cwomOi6OrsJjMznfyCXNRqNZUV1bYO68ioVGqrbRtZi5WVVcIjwi3uVn+RuPhYVCoV9bUNLC4smjyeSqUCXkqSpi80d8zNzlNTXYfSwcHkOSzN3fe+n0988uP7Pq/VapHKjdz8ypebdd777r+HLz/yZQwGg1nHtRVionSV4ejoyOcfepiWP/+Nvz/6dbjQeqxeW0OvUmM0GFCtrPLCl7+KTq3mhS9/FfXSCkN//xcDlTW8obCEwepaloaGLRajVKmgpm+Q0muK7eLi4ejogF5vPTG7g4iMiiAnN4venj5ybKBb5Orqio+PD/V1jayvraNWa6wew174+vpse1rB1vs86DQZQxuNVFfVoNpU2ToSs+Hh4c78/LzV5tvY2GB6aobc/BwGBod2PKdWqWltbTt0jIqySqora6irqcdohOamlu16QSOwuLCIl7cnZ68pQam0f4kAg8FwoO9aV1cX199wrdnndXJy5PobS+np6TH72LZATJSuQuLi4libnaP7xf/S8se/8O9vPc5P33cP1T/9ORXPPEvqzS/Hb1PNT97zARIcnNlYWcHdwwNHdzfuvPNOuv5TRtNvLau+qva1n7bb3LwcJienbR3GDlZWVm0yr5+fL9VVtWTnZNLV3cPC/Dxl5yqYnp6horyKudl51tfWGR4a2dE1aAuCQ4LY3Njc8ZggCBgM9lf47eTsROnZEtraOtDYSfJpKv19A2xsbFpFQwm29Mcu6pjFxsZQUV7F2uoaAA0NjUdqjEhOSaKwuIC8glycnZ3IzMpAfkGeIygoEG8fb5sYZJ+U+bl5fH399n0+NDSU5uZWOto7+c2vfs/amnlWi+dm5/nzH/96xWy9nZ6/uIjZMBqNTJxv5wfffZzMzEyioqKQy+XU1dXxxNNPM9bXT2d/P9GZ6fRNT7E0Ns6Pn/s5sbGxBAUF0dHRgZ+FrT2KPN0tOv5xmRgfJzQ0GIlEYhfO2FFRkUxNTePr44NCqaCivApBEEhOScLXjOJxl1JRVomnlyc33HQdUqmU3AvikiEXlMsvqmPr9Xp8fL1tLsrn6OhIS3MrGZeYGldV1gBbd7x6vYEz6Wk4OTkyMTHJ1OQ0SqWClZVVPD090Ol0pJ1JZXJiCqWD0iorVHn5OTbzLTM3Wq2WouLC7UTDmnh5eVJSWoRGraHtfDtFxUUsLy9TWVFFQWH+nsXNXV09REaEo9VoUTpYRsrA2sTERjMzO0V/fz+xsbvrCn18fHB2cONfL5zjda97PZ//zBd57OtfNmnOzU0VH77vYzz2la/icAq2J4+CxFaqrzk5OcaGhgabzH2189r/vY0FZweefuBj20qtl7K0tMSTTz5Jq6uSwIR4/vL5LxOZm83C8DBno+M439xC0SOfRWKhOyuj0cjbA3yJCj68Pd/adHf14Ovrg6+dCM21tXWwtLi0ozOuo72TxcVFSs8ev1tOtalCpVLh7eONSqWmqbEZgJTU5GMVypur3dhUzre04evvS3BwEGura5xvbaP4ksLimupa9Ho9cXFxB5r5tp1vJyYmGudLOjEtxcDAEFKJxCY+g+akvq6R3Dz7s+Kpra4jPCKcoOCdiW9fbz8KpQIfHx9GR8dIOYX2T0uLS3h5e+14bHNzk7e88R384wi1pT/60Y+Ijgsjv/Bkn92uzm4+/tFP8ctf/OrAAnJ7RCKRNBqNxj3bJsVE6Srkpre+mcjXvJJClcC7b7993+N+9atf8fC3vsEbvv4I0gtJkWFjE6mD0mJJEgCCwAfjY/BwtV8z3/GxCSYmJu0iGdiL6akZpqamyNxD5uGi3tReVFXWEBUViZubK+fPt1FUfLKVjbm5eTw9PVAoFIyPTRAYFIBUKkN6gIaXJamuquVMehouJiQ61lzpKS+rOFGiay/o9XpWllfMao1hTi4mcdVVtTg5ORIUHMRA/yAOSiXZuVlotVrm5xcItsObtYOoKK/CaDTi4elBgL8/AYH+NDe28KF7P8rLXvZyBof7MQrwnW9/Fx+f3X+bpaUl3v2ed/Gtx7+Gv//+W3b78eK//8sPn/4xv/h/vz5VW5RwcKJ0un4TEbMQ4uWNf1wsf/rqd3jXO9+5r+7Mm970JgIDA3mupxffC3dXsssuNL3nyglPTcHB1RXV4iJKDw/Off8ZMm5+OT4n1DESBAG5HTlxt7a2IegNhIQF4++/terg7OKMkxU8pU5KYFAA/gF+1FbXodPpkMpk291Hra3n0Wl1SKQSFArFjq0pFxdngoID0el0J06SYMtaxM/Pl8aGJrJzshAEgaamZotp6RxGYZHpasFajYbyskowGikuLbKoXlN8fLzFxrYGGxsbdpskwZZIaX1dw/b7Ynl5ZUd3nlKpZGhw+FQkSvPzC9vb7a4XuoNhy1y7rrYBDw8P/v7in1EqlUilUpaXV/jQ/R/iJ8/+ZFcZgZeXF7/65W/4wN138p0nv3HsWNzcXNHrjKcuSTqMK+u3ETkSr7r+Bn78uz/ikpfFj378Y97z7nfve2xGRgYPffPrZLi6ggRa//Z3nFUa5BIJkphIUrRGJn/3F1wcHXnZNdfSXlbL3771OE88+SS/fuZZrv3QPbgG767tWBkewcXTE/kl2zlGjZaEzQ2uOZOCix0lIQq5nOQLzucqlRqtZqvY9oyF3dBNRSqVkl+4JfpmFIyUl1Xi6uqyvcqk1+uRSqXMzswxODBIXkEu6RlnaG5uJfOS5OkkxMfHUlNdu20hI5VK8fX1ob9vgPX19R3JmT2zsbFJf18/BoPAdZd0B3W0d6JQKLZFTXu6e1lf3yA7J9Ms8w4ODh24FWjvTE5M4eFhvx58UdGRO+RU9tpWNlpISdzczM7MMDoyigQJmdkZ248HBPgTELD7PeTh4c6115dwzz138/jjT+x6XiqVoj2GJpVWo+Wvf3me17zuFqanZnnggQdO9HvYM+LW21VKd3c3v/ntb7nhhuspLDh45UCr1fKXv/yFjY0Nbrvttu1CyMbGRlJTU/cs2Ct+zS0IXh44ODuT9cbX4eSxszj7JrkMD1cXnqlr5DWJcZzr6mXD1ZUvv+pl5vslzUR3Vy/xCbGnVvF5LyrKKikqKdzxOzU1NmMwGHBzcyMxyfzCh4Ig0NvbT2JiPDVVtRSYYZXHkrSdbyciMhx3970bC/R6PTXVdTg7O5GVncn6+gbLS8vHEhTdj+7uXiIjwnG85IZhcWGJoaFhMrPS7fq9qNForogi3r3qfWyBIAjU1dSj0+vw8fElOSVxhwL9SQRx//C7P/HPf/ybH3z/R7tWlYxGI1/96mMMjw7h4urMpz/70IEF+ZOTUzz08c8wMT7JbW+9jfe//67j/5J2gFijJGJ1bnnH2zhz310YDQZWR0bxiH5JQVo9MMgX33DrjuPXVCqW19YJO8G+uKVpbmzZcad22lGrNRiNRptuHY6NjmM0GneprNsT51vbjr1quLKyyuDAIBsbmxiNRnJysw4Vgr2ctbU13Nzc+Oc//k18QhwREeF0dnQRGBiAt483I8OjRESGH2tM2ErsLL0lIggC1VW1V0TXXtm5CpvaB2k0GlqaWjmTkYYEyXbSXFlehbePD2urq2i0GsIjwomION77IT0lF2dnZxobmvZNuufn5/nJcz/kA/fceeBYBoOBe++6ny/+3yMEBdn/VuV+iDVKIlZn2aBHr9FQLJUQeCaV3zc24apQsChAjv/ujjE3JyfcjnlBsRYZmenUVNchk0qRSKUYjQKOjk6knbGtGexJGRwYJNnGHT0TExMUFNr3itLKygqDg0M4OzkTGBRwpHM8PNx3FNBfNG6+VAxzLwwGAwP9g8zOzpKZlcni4hKlZ0twdHRgdGRsx9/romL0camqrCHtTKpFRVxrquuuiCSpsaHZpknS7OwcI8Oj21vnl5Kbn4NSaZp8wb33fYCE2JQDVyYnJycJ3ycBU6nU2zda3/r6d/ngvfef6iTpMMQVpauAo95Jzs/P42smocc//ulP/OS557j//vfbREHaGtRU1aLT60lMTMBvj+TPnqkoq6TEjP51x6Wzo8vmydpx6OrsJil5t5TGUVhdWcX9sq3ny8dbX19nfn7hSI70w8MjSJAce1Wp7FwFbm6ue3ZCmgO1WsPw0LBFtm2tRXlZ5ZZ3ZGyMTWvEurt6LP46fvRDD/Gd73x33+enp6f51KcfxtXNCZVKzRe++BmeevIHzM0u4e3lzfzCHIIgcNtb/5fiYtt9l5gLcUXpKkYQBGLycihOPcPj3/oWXl5777lrtVrSSkswGgX+95bX8LXHHjvxnEajEY1aTVdbK7XVdVdsonSxxmZ2Zs7GkRwfW9eQ7NWabM+Y4h3m4upCRXkV2TlZ23fhSqWS3t5+HB0cCI8IQyaTMdg/hLe3N+77GFZfJDIygs3NTRobmi5s7+2tVWQwCGysr6M3GPD29kIikZCUnEhDfeO+55hCR3un2YrZbYEgCHh5eZKaZtuVYr1ez/LSssXnkRzSWBwYGMjT3/8BRqORv/71r3z24S/z8MMPX9ErR/thvxWBImbhZz/7Ga948MN4/c+t3PCed/HRT3ycwcHBXccplUq++bnPE5SUyHPPPXfi+ZaWlnjfHe8lNDKAprZa7v7g+00J/1QwNDR0+EF2REd7J7n5e944WQ1fPx8mxidtGsNxcHB0YOmEFy+ZTEZJaREN9Y0vjeegJD4+Fp1OR19vP+NjE1x/47W0nT/cjwzA2dmZ7JwscnK3tIBUm6oLFjIvJe3VldW4e7jj5uZGTXUt7h7uODo6kpGZTkV51Yl+l4PY3Nw8/CA7prmpFY1Gg+4YHV/mxGAwoNVqqbZCo4NKpWJx8WjJv0Qi4dWvfjWPP/74VZkkgbiidMWjUqnwiohE5urKzQ89iNEg8NnHvsJPnvzermPf/KY3UVpSQnBw8InmeuGFF/jbC3/mK1//Is7O9llvZAm0Gq2tQzgWgh20PctkMoYGhwgJPdl7zdpERUUyPjZuUn1PQmI85ecq8PD02C4Sj4mNvmyeKAwGAdk+gqB7kV+QiyAIlJQWIRgEyssqcXFxpvCCLpBCId9RDyaXy/G3wFaxn52o1Z+U9IwzyOUy2ts7SE217qpSX28/er2Bhfl5CvaoSzI3X/jsl3jwIx+3+DxXCuKK0hXOy1/+cqp+/qvtnyUyKcOqDSorK/c8/mKSVFdXh39cLA988hNHnis2Npa52QW02tOVOJhKwClyqd/Y2CDtTKqtwwAgJi5m23vN3vHx9cFgMJg0hr+/H6XXlBzYSRccEkRN9fFeE6lUul2DKJVJKS4pJCs7c08/s4tEx0RTU1VLRVkl62YyQj3pipu9cLEFXia1vtjt8tIySckJlJwttrhH4t+f/ydhIZHExMTw73//m4ce+iQfuOdOPvrRj7C2tmbRuU8rYqJ0hRMcHIx6fecXYek9d/KVv/+VN733PTz+5JN7nieVSvEKCSYk4GjdPrCVKP3g6Wd49EtfNSnm00Z8fCy1NfW2DuNImNotY06CggLJzEpncXHJ1qEcCUdH68gpxMSa5rh+FI0luVxOQVE+JWeLcXB02FIc34fJialDx6soryIj8+DOvtNCfEIcmxuW30acnZmjqbGZyopqq26Fd3R0Mjo+zDe+/VVcPJR87OH7+fq3vsJ9D3yA7353/+Luqxlx6+0KR6lUcl10HB1/eR4HZ2c8ggLxS0og9TWvAuDHX3iEu+/aLRCWk5NDz3/Ljj2fi4sL0qvobWUwGKiuqiU3z7Y1P0eluqrWpm3Pl9LT3YdCISc6Jurwg23Exb9vSWkR3t7eVplTLpej0+lRKKzzOVIoFJSeLaamum7PbZ/V1TXGxsbIL9h7S2h1ZZXklKRj60XZK4Ig0NzcilwuJyw81CI2JosLi/T3D5B2JgU3t4OL983Nhz9y356Pu7q5MD4xbtVYTgtXzxXtKubRL/wfAwMD6HQ66uvr+fW3v8eqXIZ7cCAPvu2dZptHr9fz/PPP09Z+3mxj2pq2tg48PTxQKBWsrqzhH+DH1OQU8/MLeHt5ERAUQMklbvT2jE6nw9vH9krDF0lIjKO+rsEuE6XZmTn6+wfw9PSgpLSI/r4BZmZm8Q+wvCDqQN/Anvo5lqagMI+O9k5cXFyYnp6moDCf8rJKiksKqa7afztwcnKK0LBQK0ZqWRQKxbYW1Mz0jNnHn56aoa+v/9hq2pbkp8/+nJbGdj772c/aOhS7REyUrhJiYraW8xMTE3n729/O2toaExMTJCaeTBtmL1544QUqqs/xw2efOtH5giAwNjqOVqtFo9bQ0nIeP39fXv6Km8wW40FMTk4xODCEXCYjOiYaD08P0i5pFQ4M3NqG3MsX6jSgUChYWly2dRg7sHQ9xknp6+2j+JIEODYuhtg407bEjsrlmkvWJCU1GQAfH2/KzlXgoFQyOTlFcUkRY2PjzE7PsrG5uWNVMjEpge6uXuLiY49VhH4a0OtNq0tbXlqms7Mbdw93DHo9Go2G9IwzdpUkLS4sUl5WyQ9/8OMrzszWXIivylWKm5ubWZMkgFe96lUolUoe/sTneM8d7yI3LxutVsuvf/k7YuNiyMvP2eUrBFsaTu/83/cSGhpOclIyi4uLDA4OUllVQVZ2plUSpeamFiIiIk7N6tBJqDiBJ5Sl0Wpt04p9GK5urjaZd3Rk9MTClubEzd1tRzJUdq6CwsJ8wsJC6enu23V8ZFQ4GxvruLq62rUP3XHQ6/Ssr2+c+PzW1jb8/XwvdBwaEQTjgZ5p1kYQBF718tdx6y238pVHviomSQdwZbyjRewCiUTCy172Mp75wY9Qrel5/3s/yEMf/wzeHv7oVPCJBz+165zenj7uePfdCAJIZUakCoGcgnQ+8vEP0tJex/efedzicet0OtbW1uno6GR+fsHi89mC6ekZgkPsrxXfXjskw8LDbBLb0tKK1ec8CmevKUGh3Fr9u3z7Vq83oNFo6e8boKmpxQbRWYbOzm7UGvWxz9vcVDE+NkFyUiJBwUFIpZILnYn2kyTBVtF/UnIi99//YQIDT0/nri0QU0gRsyOTyXjZy17Gy172Mqanp/Hz80Mmk7GwsMDPf/YLbnvbW9CoNXz64c8TFBjKN77+Lf7w599w+3vesWssa9zlKBSK7bvnpoZmfH1Pl2r0YQiCgFEw2l0tkFarJSDAdjYRB+Ht7cXgwJBVX7OpyWnSM45nwmsL/Px8t1+b6qpaCovy8fBwJzwiHC9PT1uHZzbOpG/JaPzj7//iZS+/8dDje3v6tn39QsNCLB2eWdjY2ECr1dpVN6w9Iq4oiViUwMDAbT2XN7/5zUSFx3Pf3R/hs5/6Ep9++HN8/GMf5/nnn+e666+xcaRbuLnbZsvFktTW1BMUbH93jEtLy8TFx9o6jH2Zmjy8Ld6c+Pr5WqR42BL4+/tRdq6C1As1TbDV/aZSH38Fxp6pKK/ihhuvo+xcxa7nOto7mZudQ6/XU1FeRXBIENk5WadmC2tmZhajIDk18doS0RRXxOYMDAzw93/9lXe/13wdeKZQWVFNYVE+tTX1FFrYSsDS6HQ6jEaj3d4x1tc1kp2TuV3XIgiCXdW4tDSft6o+kE6np662frvr6jTRUN90xfk6Li0u4eXthcFgoLKiGkdHR7y9vZidnaOouICqymrOpKfh6nq6brCmJqf57Ke+yPeefOqKkXUwFdEUV8SuiYmJofNb3bYOY5vikkJWVlYpLMpnZnrWpi7iptLfN2AXxcH7kZuXTUNdI4IgoNVqiYuPY3Z21irq4VqtlvOt7Tsu7oIgMDY2gVwmY2FhkZTUJIvHcSkKhZzikkKqKqopOmXJkouLi61DMDsXm09kMtmO4vaLHZBFxYXMzc6dqkRpY2OTR774NX7w9DN223Vqb4iJkojNWVxcJMbO6mc8PNwRBIH19XUCOL2Jkimu99YiJy97x0rS7MzssVaWBIPA8PDIhaL8NXJys1lbXaOl5TzFxYVI92lZr6mu4+w1JbS1dQBbnn2BgQFERIQhCAJBwYE2W90qKimksb6JzOxMpNLdnaL2SHjElpbS5uYmCrliu/j7tLKxvoHnEbz9env78PO3vL6WORAEgY9/9GEee/RrYpJ0DOxnjVvkqmNwcJBPf/rT3PvBe3nVra+0dTi7kEqlp74LTnqA35c9cWlCkpaeSndXz5HOq6muxYgRH18fEhLjycnNZnNThZu725badE3dnudVXBBSBEhLSyEtLYXsnMxtk16pVGrzLcDs3CzWT5H3louLC5XlVej1BmprT4elz0G0t3cc6bjsnGwqyqssHI15qKqsIcAvCM8rqOjeGogrSiI2YWFhgXs+eDe/+u3P7LqY0MHBwdYhnBiDwYC7u3XtEcxFckoSTY3NZGVn7ni8qrKGwMAAVCo1y8vLSCQSZDIZHpeINDo7v1RzUVRcQHVlDXqDnuTkJHwudDSWnC1mdXXN7l8fx1NWP3JRpLOktIjKiupTWWsFoNFoj+y55+joQElpEb09fcQnxFk4spOj1+v56Y9/zqOPPGbrUE4d4oqSiE3Y3NxEr9PR3NRqFQPKk7C5uWnXSdxhjI6M2XV90mG4OL9U8yIIApUV1RQVFxAdE0VKahLFJYWkXqKcvh+FxQWUni1B6eDAv//1H+bm5qmprrP7JAmgs6PL1iGcmPyCPFSbKluHcSIcHJTH3raOjYuhve1oq1DWZnFhkQ/e/QD/94UviZpJJ0DsehOxGQaDgXPnzlFWXsba+jIve8WNxMRE24UGSVNTC95eXkRGRdg6lGOj1+uZnZ3D2dkZd3c3m28hmUJlRRUSiZTwiDBCQ01/X4yOjBESGnJqrDa6OntISk6wdRgn4jR3wU1OTOEf4HeiG6WO9s5tKxhbYzQa+eLnH8XHy493v/s9eHicTvslayB2vYnYJTKZjOuvv57rr78elUpFV1cX33/yxxgELR958H68vD1tEpdWqyUhIe5UdvHo9Xr6+gbw8HCnoa6RG192va1DMonQ0FD8/H1xdnY2eSyNRoNKpT41SRJAUnICqyurNvV/Oyl6vX3a0xyGwWBgcHCI4JCgY58rCIJd1f+Mjozh4ebN/fd/2NahnGpOzzeGyBWNk5MTWVlZfOXRr/C5z/wfH/vIQ9hqtXN6agbBINhkblOpraknKSmB4OAgrr3+LI0NzbYOySQiIsOPXNh9GENDIyQk2m8NyX60t3faOoQjodXqWF1ZpbOji3/+49+oVRq6Os3zt7MmTQ3NJ/Z8bG1p224IsDX//U8Zzz7zc26//XZbh3LqERMlEbvD1dWVhz75KT5w531oNdb129pUadDpdCwvr9BQ38TQ4LBV5zcFg0Eg7ZKaHblcjmpzk4qySs6fb7dhZKYhk5reuVdZUU1iYrwZorE+trphOC6tza2oVCqSU5JwdXHh2uvP4uLqjPqUqXUrT9jA0dXZTXCI/dT//PPv/+bOO9+Pr6+vrUM59YiJkohV+ec//8k3v/lN/vznPx94XEJCAl/8wpf53pNPWyky+NGvXiTilV9jeklDWHgoOblZqNQq9HqD1WK4yMj4HH/4ex0arY5f/rmS4jd/iazXfoHr3vYVfv6HMlJe9Tlu++B3ATDoDczOzKLX61hd3dlOXnK2mJKzxRgFgbbz7dRW790ub89ERkeadP7m5iaBQQEsL+82nNWoNUxOTrK4uGTSHJYkJjba1iEcSFVF9VbbeaA/Go2Wqsoasi/UJoWHh9FY30xzUyt6nd7GkR7O7MzsiRNqpVJJQECAmSM6Oa993S2cO3fO1mFcEYjF3CJWJT73JqZcC5GrZzgbtslvf/6jfQsmu7u7uf399/Lw5z/NDcWm20gsrazj5bFbQVen06NQyHnnA0/yp1YtUomRj74ugo9/4HUALC+vsLa2RlhYqMkxXE57zyj3f/mXdI5u8NH/zeH2N12PXCYl4pbvYJAoUUgFdMLu+xmF1Minb4vnnne9kvKySgoK8ujs7CYxKf5ASQNrG72aykD/INPT0xSXnGwr5HIqK6pJSIhjdW0N1aYKH18fAgMDKD9XQXZuNgqF3C6F+ASDsK9wpq1pbWk7kpmvQW+go6Nr22zWnqgoryI4OIjgkGAcHY+/oqRRa1AoFag2Vbi42ra2Ua838LGPPERyUiofuOsD2+riIgdzUDG3mCiJWA1BEHAKz0MadysSjOhnO2j65adJTd39xfmDZ37Ih7/9PIJPKh6yDQZeeOjE8+p0er794+d55Je9vP0aP77+qXdsP/euj3yPvzStUBgjp2nUwKZh60tSLoW3Fnnw6Q++HhkGjGw5ypuT5o5BbvjgHzBKZDgJK0gRUMs9kUsENIaDt5vcjEskhjrz2yfupbG+mWuvPVoi0dzcSmZmOlOTU7i6ueLmZr8t8iqVGicnR7OPu5fq99joGFqdjsX5RXLz9/yutBlarQ4J2KXStUajQaPRHllqobenj7W1dXx8vTEYBLtQ5K8orzpxTdJF6mob8PX1QRAMLC4uk2fD99CjX/oqt7/zfYSHh9sshtPIQYmSfd6iiFyRSCQS8lIicJQZMBqN6PqfJzZ2t3u8Xq/n4a//FJ13GgajhEW9K+9/6Bmm55ZPNO/bPvwk//fLQfTI6RiY3fHc8roKg9SRiiH5dpIEoBfgpxUrJL3lh7z1gR8wu7ix4zyN1vRthLAgX5wVWzcqKqkHG1IvDILk0CQJYE3iRf2EAwmvf4K/VPQdeU4nR0fKzlXg7e1NS1MrKyurJ47f0jTUW+ZGai+5hLDwMGJiotForVsTdxR6unvsMkmCLUHWxYVF9PqjfR7iE+JITIonMjKCUDsoeu7r7TM5SQJwdXUhOCSIqamZXTVZR31tTGV5eYV//eNFHBTOYpJkZkR5ABGrIZFI+Ouvf0R07qsQXJOQR15LWFIeL/7pOdLSXlq6b2trQ+u2UxX3l7XrBP/8X3z6vjcee96FVTWgBKB/amfCs7apA/ZfatcLEmrHlBS9/7f4OmyQF+/Jy0tS+NT3XiTK34kXf/Yx5hdW8fM9nj6JSq3llju/g0YwzUxTZZDTPnZ0Ub/EpAQSk7Z0eVLPpOLi4szExCQhIba/aF1KZXkVpWdLDj/QjExPTVNYlG/VOY9CbGwMtTX15Bfk2jqUPVEoFMfSG7oouzExPsnkxCR+/v5ERkXg4KC0VIj74uPrQ9m5CnJys3couh+X5JQk1lbXKD1bDEBLcyubmyq8vDzRaLVkZJheOrAf6+sbPPXE0xh0Em688UY+9rHXWmyuqxUxURKxKu7u7lT+6Qd0d3fT1dPLp3/SRO4bP8YfvvVBXvGKV6DRaPjow/+H3uUMXNah/9TfhrmppJvC7OOpTc+t6LiYKL35hp3t4UE+LjB5+B2fEZjTuPDXNh1/bWsBvGmZgfCbv4ZOp+EHn3w5r75ha9W24Xw/D3/jD+gNAve+7TquKUjGYBD4xjN/4a23FBPo78Wt7/8u3UvmcRzvn9ag1xuQy4/XHebl5cnm5ibu7rbR6NHr9aytrdPZ3om3jzfOzs5ERIaj0+lsYjK6trbO8soKiYn2JfDo5OxEfkEu5WWV2xdie2J1dZUQjp9oR8dEbdfL9fcN4OPrw/DQMJlZGWaOcH+kUhkSicSkJOkibpdsP2Zkpm//u6K8ivKySsLDw4iINN9KzwMf+hhqlYbYmDhuf+f7CA62r5udKwmxRknEprzt9jv47WAArwyZ4MdPfYvw+HQ2w1+N1HnvllaZBBxlBjLDjPz56QeONMeDX36Op/89D0Cw0zodf36p3ummd36FhgnT/dw8DJM8fMeNfPPntUyodtZrOMu0aA0S9Gxtn0jYSrzMRUG0nKc//Trc3Nzw8DhezZFarUYqlaJUHn4339bWgU6rJTEp0eQLy8z0LHqDnqCgwB1bYdVVNXh4eJCckmTS+CdFrdbQ2nLeLldvBvoHjuw/Zk3q6xrJzcs2y1j9fQPExln2d9zcVNHW2oa7hxtqtcZqiVnb+XbSzpinkP03v/odoUFRXHvttWYZT0SsURKxY+6/504MC324OTty3avehJD89n2TJACDETb0MpoH1rjnMz/iJ7/9L7/6y8HO3Z+//3/wVa4DEOQlZ2Fpjbfe910SXv1FmqfMY3q7Kg3kga8/vytJAtg0KLeTJDBvkgTQOGIg6z2/5n8+/Oyxz+3vGzhSkgRbisVZ2Zk0N7WwtnpyV3u9Xs/MzAwhIcG76oUKiwpsliTBlsFpfkEuzY0tNothP6amZmwdwg5mZmapr2swW5IEEBUdSUX5wZ/no1Bf18joyBjlZZXbj62urtHacp7hoWHyC/NISk4iPMJ6tTxLS8tmGaers4fOtl4xSbIi4tabiE3JyspCP1pBk8yXbn0cMv+jbR9tSL14rnKV5ypbURpV/M+rCvdtg336//2LNf1W99TgrJ60tzyNyiADzLP1BWCUSAEpRvUSEkfzdscdhs6wlXrdnHd8ywUvL88jH+vt5cXU1DTFJYVMT83Q0nL+RFtBCwuLnEk/vJ3cloSGm18KwlQUdmbQ3Nfbj7e3F8NDI2bzRJTJZGTnZNHR1klK2tH80gRBYHl5BQcHJctLK4yPT3AmPRUnJyfCI8JobGjCaDSSk5tN+iW1QoIgsLS4hI+Pt1liP4yz15SYpcMuJCTIagXiIlvY1ydP5KpDIpHw6pdfx3/nI5BxsmJOncSJxeU1fLz2rrV5xxuv5Wu/bEUjyFnSmy85uhypRxgyiYBhYx4OWBWzFD/69xT3vHtLE+qoXOqhtrS0vCNxam/vZHlxCYlUilQqRa/XERW1VVMSGBSAf4AfarUaR8fjtfAHBPizuLCIt5UuUMfFGts/J0FxxJU/a3Hxgl92rsKs5tFOTo44uTjTUN9IeEQ4/vvUq/X3DzAzPUtKavK2dIeLi8suC5HsnL2NeaVSKdPTM3h6eeLi4oyTk+l1SocRHHz8m5nLcfdwJ+VMIq2traSnpx9+gojJiImSiM2Jiwzmn/MnvwgYgazbnkIvwAP/k0hsRCA3X5u5nTB4uDnzu8f+hxvu/6uZIt4fg1GKoF07cPvQUowtGvjh/3ueO99xy5HP8fL2ovxcBY5OTuTkZtHc1IJKpcbNzfXQegqpVEpfb/+x6y4qK6rMJiBpCXQ6+zRz9fX1sXUIexISGmL2MaOjI4m+oMh+sYh9bW2dtdVVnF1cGBsdIzUthVgTa7YuJntHFc00FXcPd4aHR4k0sag7vyCX7vZBMVGyEmKiJGJz/H29kUnUGIwnV5Bd1W0lWl/4xSAwiNPXygl2UfPxd1/LF576FzMaN6xRkieVgNHJdhe09oH5Y59Tes1LbfjHLWzVnMCLL92CrdLm4Dit7tZkamqa8IgwW4exi5AQ01dJDmNleYWp6entjkRPz+PJcRxGYGAAQ0PDuLi4MDIySm6u+equLsXX14fOji58fX1wNUHBW6vVHqjAL2JexGJuEZujVCqRSsxb4qzSyxhYceF936hndNMDjcE6b3XBCDLDplXm2osPvfMGq8533K5Zg8GAq6vltj/NQURkBJUVWy3dCwuLtg4H2HrdrLHicRLq6xoxWNAPsfRsMR6eHhaVbQgI9CciIhxfXx9CLNxmf/aaElaWl6korzrx++tvf/27uJpkRcREScTmFBUVIZmqt3UYZkNwDoS1MavPG+IpYXxi2qpzxifEHevLfmx03ILRmAelUkFxSRHZOVkn8v2yBDKZjP6+AVuHsSelZ4vp6u5BEITDD7ZjpBdq8YJDgujq7Oa//ylDrdZYZK6g4CBKSouQSCRUlFcd+7WbGJ0SdZOsiJgoidic/Px8Xvzp53GdfhE79f08Ng4ewaCy7mrExLKRN3y+isee+DXaE2yJnQQPD3cmxidZX18/0vFjY/afKAFMTEzS29O3rSJtDywtLtk6hH1JTU2muqrW1mGYjYTEePILchkdGbXI+BdlMby9vSgpLWJ4aOTIn6G11TUW7fi9cCVy6GVJIpGESSSS/0gkkk6JRNIhkUju2+OY/5VIJOclEkmbRCKpkkgk4pqgyLHIzs6m+Z8/I3T1HA6y031nCqARZEicvJGsT8LmnFXmzI6Q84/HXoZKo7OqN9iZ9FQmJ6Y439p26LH21uK+F/PzCwQGBpCRaV+1VPbW9XYpNdV1nDGTmKKtGB+boKqymsGBISYnp5idmdtWDrc00TFRDA+NHsl70c3djZe/8nqqqkzXmxI5Gke5f9cDDxiNxmSgALhbIpFcLnAxBFxjNBrTgC8A3zdvmCKnlbW1tSMvK4eGhlL379/ju3AO2cnruu0GI2B0DcagOdqdoqm8oSQUtVrNp+57676aUpYiPiGOzU0VOt3B+i5BwYFWiujk9PcNIJMdzw7GGigU9mmMW1FWSUFh3g4Lj9PI4tISRcWFRMdEERoaQkRkuFUL+1PTkhkdOdqW/eTkNJGRkZYNSGSbQxMlo9E4ZTQamy78ew3oAkIuO6bKaDReXAusAexPrU3E6nz7u0/in/EaApKv4xe/+AXaIzizu7u78+8//BjHyRetEKHlcZDokHlZ5670k88N86UfV2MwWK6w9iAKCvMY6N+/jkatVhMRaT69HUtw8aJvbxgMgt0mmdm5e+sUnTZcXV2pqqyxaQxeXp6sr+1/Y6XX6fnZT/4fbs6eYo2SFTlWRYhEIokEMoGDNqPfAzxvQkwiVwhtHV3IwopYD7qBu75dzo2v/h/UavWh50VERPD8Tx9DMVtnhSgtjM46q0kX+dkjb0N+DMFJczM/v7Dvc60th2/N2Zrs3Gz6evttHQawVZO0sbHVQVldVWMWsUJL4OTkxNoBF/fTQnR0JIVF+TtsT6zN0vIyrm77d4U++MAnKco/y913323FqESOnChJJBJX4LfAh4xG454bqRKJ5Dq2EqWP7fP8HRKJpEEikTTMzVmnbkPEdjz6xc/iP/d3HNUTaJQ+1Ew6cf9H9nxr7CI3N5c7XpmCxOzOaNbFoPRCWLFeB5ytO48OdEe3kQH3cXByciQ6JpomG3q99fcNUF1Zi06nRyaTMT+/YJeSCoMDQ1RV1lBRXoXTMdXZ7ZXZmTmzGdceh+XlFVqaW0lLS9nzeUEQuO+ej/C/t72D5OSjWbuImI8jJUoSiUTBVpL0nNFo/N0+x5wBfgC8xmg07nlbaTQav280GnOMRmOOn9/esvQiVw7e3t70t9Xy2y++mXuLjHz3g9fzqptfduTz3/ymN6Lt+TNOwuEFjvaKXgClq5fVkoTS9/2EmvrzVplrL8LCQqms2N3urNfr8fWzvlr5SZDJpGg0lmkLP4zOji6UDg4UFufjH+CHo6MDvr4+R+6IOg6CYDxxd2RVZQ3RMVEUFRdQUlpk01VMc7KwsMDiwv6ropZgfm4B1aaKjMy9e6CGh0e56477+OgDH6O4+PjeiiKmIzlMME6yVRX6LLBoNBo/tM8x4cCLwDuMRuORSvFzcnKMDQ0Nx4tW5KrDYDDwite+leqNVAz2vyCxL9LNGQTnAKvMFeJhpOKZ282uXnwc/vmPf5OZlY7BIODo6Eh7WwfFJYU2i+c4NDW2EBMbjYfH3t6BlmJsdBw3d7c9/26bmyqmJqeIiY0223yVFdU4OTmiVmvIL8hjbW2Nrs5uAFxdXEhL372ysr6+ztTkDHHx9ueFZy4WFhbx8PBALrd8QX97Wwdh4WF7vtcEQeCrX/kmXu4+3HXXB+xWMf5KQSKRNBqNxpw9nztColQClANtwMXbxE8C4QBGo/F7EonkB8AbgJELz+v3m/AiYqIkclR6e3vJeeMn0fnYV7v2cZBJBASdBqPcssabCYFy/v3U7bi4OB9+sIVpbTlPaloK62vreNgwaTsOGrWGtbU1i65+9fb0ARATG41MJqOvtx+pTIqvrw8eHvu/TlqtlrraeuLj4/EPMH1FfnZ2Dg8PD2pr6sjKysDF1WVHt2RVZQ1FxQUYDAYa6pvQ6XTk5+daVXrCVtTW1JNfkGvxeSrLqygu3dv38MnHv881JTeQlXVlFMvbOwclSoemqEajsQI4sNfYaDS+F3jvycITETmY+Ph4rol35NySgE44nYqURtUCOHhZfJ63XRdsF0kSbHm6jY6MEh5hmgGoNXFwdKC/f8BiidLKyirrGxtkZWVQW1OHXqenuLQInU5/6AqGUqmkpHRr66WutoG8/J3f6d1dPQiCkeSURGBrNbarsxt3D3fCw3d6xJWdq8DVzRV/fz9CQkL2LCD29fXZTs4uznu1cJQOXXNQUFTA8NAwkVGROx7//W//SHBAuJgk2Qmn86ojctXx7Pe/je9ima3DODGCox/61UmLzhHmLeVNt5RadI7jMjJsGWVjS5KUnMjk5BR1teZd8VarNXR1dpF1wXg4vyBvezVBoZAfS/sqPSON8bGJ7Z8rK6qJjYshJCRou1Outqae1LQUDAbDrpZzqUSyHUdMbNSebfFx8bHI5fKrLkkCKCouYG72+AbTx0WtUu2ySfnXP/+DesPAm9/8ZovPL3I0xERJ5FTg7e3N9x/7JPLlbluHYgKWFYH87n1F+PvbT8H08vLKvtsK9oxUKiU4OIiMzDPMzpinO7eivIrpqWkKCvPNMp6DgwOubq5UlFdRU11LcUkhcrkcD08PVldW6Gjv3N46ioqKpKVlq8B/ZXmFnu4e3Nx31sSkpaWwuLDTFkMikWxbbVxtSKVSerp7LDqHTqdnbW2dxKSXzH7bznfQ0drD7bffbtG5RY7H1fkpEDmV3HjjjXgaT6+shIObL8Y1y6wq3ZLhTFZ6IvUNtut4uxwnJ6dDlbrtmYH+IZNrgdRqDbU1dSiVSiKjzCu26enpQUlp0a7kKyg4iJTU5B3q4he7EBeXlkhITCA9I23HOW7ubmi1WpaXV8wa42lFIpGAhdXt+/r6CQx6qcHjxz/8KeX/reHBBx+06Lwix0dMlEROFfnJYYcfZKfopU4IBsvUPuQn+/G2B5+lZ9Cy23vHoaerB8UpbhtPSk6gqrLGpOShtaWViMgI0jNs24hQUJDH8vIKUZfVwlxKYFAA7W0d1gvKjqkor6LEwquhycmJ1NU2oNdvqW2Hh0Tz4fs/bHX7IZHDERMlkVPFzTcU4yyzTqHlaeLhn49wrlfHc/8a4Nd//JetwwFgZXX11G/dFBUX0Ha+/cTn5xfksby0jIODbQ1tlQ7KI8lF5OZlo9pUWSEi+8Za0hB5+Tn0dPdSX1tvM+0ukcM53d9iIlcd11xzDfrFIVuHcWIkEst+5GoG9fzxXL/NFboBEhMT7CIOW9LfN0BsXKytwzgyRsFI/wF+fVcDTY3NhIRYz0ctJTWZj37iAc6Vv0hvb6/V5hU5OmKiJHKqiImJQb5pP9tLx0ZiWRG7913vxU++eoddrOT4+fsyMjJ6qpMltVpNpAlGvm5urvT324d33FFwdHLEwdHB1mHYDJVKxZn0NLx9vK06b2hoCN7elpcPETkZtv82FRE5BhKJhIjA0yFeuBcyd8veqb7pFVl2kSRdJCoqkumpGcrOVTDQP2jrcI7NyvIqYeGhJz4/IDAAmdTyCs/mJDQkxNYh2AylUmkTBezf/uYPZKbnEh8fb/W5RQ7Hfr5RRUSOyP3vfROxmhrk8y22DuVYGFbGkKgt6yP1t//aT9fbRYJDgjh7TQkxsdEMDgzbOpxjMTMza/IY3j7ep2pVbXT09GlfmQuJREJPt/W3v8r/W8Utt9xi9XlFjoaYKImcOt7+tttoq/obX7zzRpRrp2eVQoKA4Gg5naNvvy+Bj971eouNbw6mp6epqqyhvKySsdFxW4dzKI4mbkOtrKwyOjxqV6t8hxEdE0NVRfV2Efv8nHVNYk2hpbmV/r4Bys5VMDkxtev5rs4eKsoqKS+r3PN8qVRKQmI81ZU1TIxbZ4u/7FwFr7n1tVaZS+RkHOr1ZilErzcRc/Db3/2Ot3zwERRxr8bePXPlEgG90TIXTB83KR2/uAMHh9NTX6JRa+jvGyAlLdnWoRxIV2c3ScmJez5nNBrRarWMjoyj1WhYXlnBaDQiCAJSqZSUlCS8TnHtSV9vP0HBgfT19pN5QcnbnhkdHSM0NASpVMroyBhLS8ukpCZRW12HQqncYfsyP7eAr5/PvmNd9LqzJFqtlk985DM8/vgTFp1H5HBM8noTEbFn3vD619OamMg7P/AgA/ooVArTzUIthd4oRapZQHDY/8v5pAS5gUJxusxKHRwdcPdwx2Aw7BBHtDfm5uZJ2uPxgf5BvH288PLyIi4+xupxWYO4+Asdexe0fYaHRlAqlXh5e+LkZFmD5+MyODBMdEzk9s/hEWGER4RhMBj2VIjv6uqi1K9k+2eDwYBWq2N1ZYXe3j6ycyzvs6ZQKNjYXD/8QBGbcnrWg0VE9iE5OZm6//yZ1yaoEBbtu8NIp7LMl+KSSsrtDz5tkbEtiU6ns3uBvYLCPNZW13Y8ZtAb8PP3xcvr9K4WHYfMzHSam1rx8vIkOCSIpsYWu/PxW13dWxh0vyS89GwJnR3dtDS3MjI8SkVZJU5OjgQEBlB6tgRnZ8ubS6vVGjw9ro730GlGTJRErggkEgnP/OBp/vDIW3lV8Ai+S+XoR8thqhaF1D425aSbM8g9LaMsPrGkZ3HDYJGxLYlGo7GaU/tJ6esdwM3dbftnrUZLTU0dzk6Wv5DaE5lZ6XhcEK0sLinE189nVwJpK/R6A2Fhx+9OTE5JJCMznYjIcCQ2qCMr+285zq6OfPnLXxIFJ+0YMVESuWKQSCTcfPPN/Oa5Zxhr+SfL5/9A/7+/T8haua1DA0Cv04DecqrHwin8OCckxtPc1IpOp7PI+MNDI5Sfq6Cz42Rmyo2NzaSk7tx4q69r3DKhPcX2LOZAJpOhVqttHQawpXfl42valraXl6d5gjkizU2tvPzmm/j05z7Ja9/4Ku648310dIgWMvbI6ftmFRE5Ii4uLoSEhPDdL38CJ43tRSqNgoDRoIO1cRDMv4qSHuFi9jEtjVQqpbAon8b6Jjo7usw+/vLKCqXXlBAWHsrMzCxjYxPUVtdRW1NPfV0DlRXVlJ2r2DdRk+6hpB4advXqDF3K3Ow8fv72URO4vm76lnZIaAgV5VWsWmGVbGR4lNjY6O2fo6IjeeKpb/LbP/yKtrY2i88vcjyu7lsikauC66+/HsNdXwAz2hJIMGLUq0F+9IJWmVfk1j8cPJEIWoyCDqTmK8Cu6l6hp2eAhITTV1ickBiP4zGKg41GI329/Wg0GtLOpNLY0ISjoyMpqckMDgwRERGOTC7b9i1zc3PFzc0VQRAI2yPREQSBrs4eFhcWiI2PZXpqhvX1dRyUCrq6enB0cMBoNDIzM0Nk1MmVuq8kJiYmTBLjNCcDfQMEBgaYNIa3txclpUU0NjSTnZNppsh2c761jaTkxF3NFzK5DHc3N9zdreMzJ3J0xERJ5IpHIpHwkXe9ku889w+8XeUMz6nQazVIHNyRh5ccPgAgkxjRq5ZBs4pUJkeQOSFoVpF5Rh4rFqVUQDCCfm0aPMKP/8scQOu4gWvv+wtV33s9UZGWqYWyBIIg0NvTR35h3o7H+3r7mZ6eITAokLi4l5I/g95AZWU1Z68poaqyhu7uHs6kn6G9rYPZ2TkCgwKora0jOSUZ/8tWPPbTM5JKpSQlJwBbBeZ+fr57HhsdE3Uq9J+sgV5vHzVx62vrpGemm208VzfLrsy6ubnt2aE6NTnN3MwiERFiIm5viFtvIlcFn/rkg8x2/Ivu2hdQDfyXzcEy/v70x9GP1yJHv+t4yWWqTNqlESSOXkg8IjC6hiBx8sLR1XPHMYaVUYTViX1jkEqMaFdntrSUzJwkXcTPXYqfr3V9qkxBEASmp6ZRazSUnatgfW2d+roGpianmJ2do/RsMf5+vszPzW8fX1tbx9lrthLcouICEhMTUCjkxMZFA0acnZ0pKi5EoZATc8n2xlFRKBQHCkQOD4+wtLSMwWAfiYKtCA4JsnUIALS2tuHqar7kJi4uloryKlpbznOQzqBGraG6qvZYYzc1NhMVHbnnc9/6xnf55CcfOtZ4ItZBTJRErjokEglKpZLrr7+eYOkEqp6/4sTG9vO6vr+RLlSgG3oRYWUUw9LwrpUjiV4FRgkKYRPD8jCG5WFk7sFIHVyQbL5ke+GAGgfJVv2LsLEArpa9uCysCxiFl77cBwZH+dDnfsTUlOlWHOZgfW2d8nMVlJ2roLurl7qaeoJDgrnm2lIKCvPRaDTk5uUQFBxEcUkhAB6eHqhUajY3NmlpPk9RceGeY7u5ueHv77/9s4uLZVYGSs8Ws7S4ZHft8dZGaiceduaWl5BKpZSUFrG2tk5zUytdnXs3AkxNTZOUnEhL83mWl5YPHbeirBL/gP1ruqTILfaeFTENMVESuap59qlvYlQtslT1JE5sIJUYuTEniupz/+Q7H3szrl7+L9UWXYJR7oxO4YFO6ozMM3IrkZLIwcETo7M/LA8irE2iMTqgMUqRGlTgbDn7kot4Okv43s+ex2AQmJ9f5Ow9v+fZ8lXe+NFfWnzuozAyMkrpNSWcvaaE+IRY8gpyt59TKhX7di6FhYdSVVVDVnaGlSI9GI1GQ3RMlK3DsCmqzU1bhwBw4KqPKSQkxpOVnbFnQjgyPEpkVASenh5kZJ7B08uTmur9V5d0Oh0xsdGEhu5d0/WPF/5FXl6+2WIXMS9ioiRyxWI0Gvn1r3/Ns88+u++X6bXXXstkdw2r8xPcEr2KdriMt77uFQCcPXsW4/r0ieaWKF2QugVfUDSWIciso2I8uWzkS7+b5PX3fp8Pffk3bF5orntlruWTtKMQcokzvVQqPZYH2tlrSqivtQ/bI7VazewFw9yOdvN369k7tTX1zM3NMz9veR+4pcUlFuYXWVneLSip0WjIspC1ip/f1mdmbm7namxtdf2e24771WyNjY6zubFJUPD+q8k5edm0tdmfobXIFmIxt8gVyeNPfI+HvvojdD7p6A0GBEHg9ttv3/PYgICtbpkf/+AJ3ltRQVZWFmq1moc+9ygqLXACXUGjkx9KqYBWsM29SFnvTvG6qBDb1y1VV9VSWHTyu2alUonUTqxOLvqeNdQ3kpmVQWNDk1UsL+yBqclpIiPDCTCxywy2DGHlcjlyuZwz6Wk4Ojqg1+mpra2nuKSQtdU1BEHA3cOd5uZW8vJ2WnGNDI8SnxBnchwH4eDoSEtzK3q9Aa1Wu6//m6eXB9WVNfgF+KNRqVlfX0cqlZKZnYFcvv+lVqVS4ezszMLivKV+BRETERMlkSsSo9GA1j8fQeqAMN/Eu9//a7729K8J9FDyr+f/sOc5EomE0tJSjEYjD378k5TNBYPnydSXhbUJtO720Xnm5iihc3DO6vPW1dRjMAggAXd3d5O9wWpr6sm/ZKvOHsjJzQZgY2OTpoZmklOTcXQ8PcbEx6W2po78grzDDzwCy8sr20X5AD3dPfj4+NLd1U10TDQjw6OMjIxuHyMxsm02fJH5uXmLJ0q5F/7Gh5GamnKscf/5939z7r9lrCxt4OHhzrtvf+9JwhOxAmKiJHJFctf738+Xv3cTi97FCCsjKJPfSJ/Okc5zv+T5559nbW2NV77ylbi6uu44r62tjTe/9wGmHVJQyU7uwSR3C4SNSQQX82k3nZR/f/MW4mKtV0+jUqlpamzeLsY2F3K5DL1ef+Ddua0oKi5ALpczMjJKRIRlOhpthSAITE/PMDw0YtbC6YnxCTwvWKIAJCRuyTOU+BVvPxYR+dJrqTfoUavUOLu8dPOSnJpstnisxebGJl/6v69wtuQ6PvLhjxMYGGjrkEQOQaxRErkikclkfP/Rj+A6cw6UrvhqujHqNlGmvpV3PvYiH/heI7F5r+R3v/sds7Mv1SC874OfYMi5xKQkCUCQKLaSpDXba+7UNJ7MvuOkNDY0mT1JMgpGQkKC7TJJArbjCgkJYeGEdTvjYxMXZAcEc4ZmEn19/eh0OoKDgygqLsDb23wGrisrq8c6vrCogKWlZTYviIjOzc3jfokH32nh8e9+j1e87FXceuutYpJ0ShATJZErlle98pXMdp1DP9XMeEclv/rsawnQdKBHxobRhdWAG3nv1//Ldbe8DaPRSH9/P13jZrYvcPZHKdmt02QtMsLk3PLy4sMPNAMzM7M0N7WQnnHG7GPX1tajshNfsYOQy2Wsb2wwPT1zrPMqyqsIDQvBy8sTnU5Ha2ubzQUdy85V4O/vj4PDS1uJCwuLZhtfp9OzeMzxpDIpMtnWZaunq+dYzQD2wn3338tTTz9p6zBEjsHpe5eJiBwDiUSy/d9rX/ta+hv+wfsKFDioJzECKoUvY0SSllXAdbe+AyH8evPOb1ChWbN+fdBFvnxXCZ6e1rFEWF1dJTMrAzc318MPPgZLS8ukZ5whKirSrONaioiIcPr7Bg48ZnZmlsnJl/wHL5VFcHR0QKfTIZfbtnA9vyAXjXpnU4BwoTHC1Jb8jY1NQkKDmJ4+XlfpysrqduLm6ORoUgy2wmgU8PM1vRBexHqIiZLIVYVCoeDRL32BT785GeVkGa6sotZokUgkzK9s4qBbQD9WiWwPte6TYFR6IHENgtVR5EbN4SeYmcb2IdRq68w7PXW8VZSj4ubmeiRBv9NET08f7m7uVJRXIQjCDqsVtUptsZb34+Dg4MDa2s4V1pKzxRgMW91fzU2t24/r9Qa6u3qoKK9ic2NLX2l5eYXysko21jeYm3upo2thfoGuzi4iIyOO5e8H4OPjzfDQCCPDo6SmHa942l74/W//yH0fvM/WYYgcA4mlxLoOIycnx9jQYB+aKCJXJ6urq5SXl+Pk5ERJSQlarZba2lpq6+r5zA/PIQ81b52NYWkYqUcoSpkEndF6qwWvz3HlmUfeY/F5BEGg7XwH6RlpZh+7va2ToKBAFEr5qTANnRifJCR0/0L+8rIKSs9udXPpdLpd3l+zs3O7fOpsQVVFDUUle7fD93T34ufvx+rKKmq1msSkrWLs4eFRRkdGkclkFJcUMj83T3dXD5nZGRcMZ7NwuVCQrdPpqa9r2Lfl/iAqK6ooLik6+S9nZaanZujt6eMnP/45P/vpc7YOR+QyJBJJo9FozNnzOTFREhHZzW9+8xvecv/XUMTebLYxpQYVRsAodQTdOhKJBKPCvNtUe+GolHJrhhMTixoeur2EwnzzGYheTtm5ih0t3+ZGr9ejUWtwMaO3l6Xo7OwmPDxshw9Zd1cPAQH+eB1QFG0wGKiuqsXT08PmqyZNTS1mWd1qaW4FJGRkvlS/NjkxRXBIED3dvSQkxh97zOGhESKjToeBbGV5NX/83V/53/99G5mZmSiVSluHJHIZByVK4tabiMgeBAcHY9Rt4iQxXwGxIHPCKHPaUutWuqHfsI7AnFor8Ku6DVY2jWRlJB35vMO2u9bW1pmfW9hWTBYMAgr5bld0c7K5ucng4JBF5zAXycmJTE5M7nhsaWn5wCQJtjo2S0qL2LQDi5CN9Y3DDzoCGZnp20lSU2ML9bUNBIcE0djQdKIkyWg0srpm5sYLM2MwGLjnrg8hCAIbGxu85S1vJT8/X0ySTiFioiQisgdFRUWoxxqQTlVbbA6ZZzgy3cqW8e7yMFLtMlLz+nvu4E1nQ3BwOPxLWq/XMzI8Snd3z77HjI6MMTMzi6+fDx6eHkxNTtPe3oGv395ebebC3d2dhIR4KsqrLDqPORAEgempaeYv1OdoNVrOpKce+fz9fMGsiaOjeQumNRoN8Qlx5OZv3bifVM287Xw7Z84c/bW0BcNDI4QEhXP/vR/jny/8h6Sko9+kiNgXYqIkctWg0+l47rnndnQbHYRCoSA+zJIXfikGhQdSj3BknpEYtCoM6jWE1QkcJVrkEgElJ1vR8pBtkOq3yZvynEkP3BrD39OBjY3DVyka6huJiAynoDCfqsqaPY8ZHR0jNjZ6++eg4EASkxJwc7O8ro3SQYnDKbgr7+8b4Oy1pfj6+TIyPEpPb9+x3OGDQ4JYmF+ksvylZH31mNpDpuLo5IjBYD6ZgrbW9h1bkSfBYDBs2w7ZM9VVtbz97W/nqe99n+9857t4eZlPg0rEuoiJkshVQ3t7O+/6/C+Iv/Yd1Nbu7/R9Ke+97VbkE/+1bGAXkLgGIXFwQ+oWiNqoRG+Uot1YPvY4Uv06fX95kPL/9wme+tL7+O/PPsY335/Om9/4SnQ6HQ31TQefL5UxPjYBQExsNOVllWxubFJf10Db+Xamp2b2tHVQKpWoraR1pNZo7GJr6iB0Ot32vyMiw0k7Qb2Rj683hcX5DPQP0tXZjbOLC8NDI+YM80DS0lKorjraZ+UomKMiViaTMTExYYaRLIunpwcbG+bZuhSxLWKiJHLVkJycjEJQQdhZXvXOB+nq2u36rtfrcfEO4UfP/gSAd7/rHXzy9ptQSK2olix5qSNO4hKAsDyMIyocpPtLFgQ6rhPrsUaM+yqT/3gQhWKngvU733gtsPXlnZObRXlZJe1tHVRWVFNTXUttdR0jw6MAZOdksra2tXIREOBP6dliHJ0ciYqOIu1MKoFBATjs4We2uLhkteLa0rPF9Pb0odfbTszzMBwdTfO2u4hUKiUmNpqk5ETkchnT0zPbK0vLyyuMjR6s/m6qtMJRtmuPijmU1fV6Pc7O5nltLYmXlxcqlcrWYYiYAfv0AxARsQAODg7cmBHEv+ZhM+gGSl/3fhr//hMiIl66uA8ODqLSCRj0empqavDz88PdwwO5ZAqdDe4rjEiQekZubcAJIGzMIXf1Q7js1vztr0jkk/e84cjjlp7drdY9OTFJ2bkKQkKCSUreWU8hlUrx9T14G3J6asasFheHERUVabeWJgAxsVFMTU0TFGRem4qCwjy0Wi2jI2M4OTkRFh5KU2MLBoMBiUTC5uYmGRlnkCvkdHV0k5KaTHVVDa6urqSdoK7nogebKbQ0tyKRSsnMMr3jcmZmlsSkRJPHsTSbKhVKmf13Z4ocjv1+y4iIWACJRLq9/K8NvYGkm+8FzRruDnpe/M1TJCcno1+ZQCqV8oY33cYfy3tQOjmjiL7RpnFfROLkjcSgBulLRbZOcgG1RnfAWUcjOCSY4JCTm/gmJiVQVVlDfkEuUqnUrAaqe+Hi6rLVRebladF5TGFyYgpfX99dK3ymolQqCY8I2/45Kztjx/O9PX1ERIaTnbtVLF1YVEBNdd2J5lpaXDLZUy05JYm+3oPVyo+Kt7e3WcaxNHFxMdRUNFFaWmrrUERMRNx6E7lq0RnAGJCDMfw61gNu4He/+x3Atn/Uz3/6I4I85RgjbkJrsOxF/6hIpDK06ztlBbzlq3z+gbfYKKKXkEolFBUXUFVZQ2dHF7MzlrVuEQwCghkLjS1Bdk4mzU0tVp83PiFuh0cbbFmjAGxsbNDZ0cXw0Ai1R0iexsdNrwdSKpVEx0TS2HBwfdxRcHJyZOkUKLVHRkUwNjFEZ2enrUMRMRExURK5qrimMANHdtcNOLC5qytFqVSSGReITD1rrfCOhMw9FGF9yy5ELhHIT7YvB/LSs8WkpCYfubvwpMzNze/wSLNXBMGK9W0HEBwSzML8IgqFguSUJCKjIsgvzDs0eTlIYfyo1Nc30tjQfKSuy6MwPXU8jzhb8cY3vZ6env1lNkROB2KiJHJV8cF77yWeNuTSnUU+m7hS19S+47HR0VH+Wt2LQWZ59ezjInUN4IzPKh3/73ae+cqdtg5nTzIy0xkdGbPY+EHBgQwODDE4MGixOczBpd1vtsTf3w8fX+9dgofBIcF7JnMryyssLi4xNWl6UhIeHoYgCBQW5ps8FmxZn5wGmhqb8fT0tHUYIiYiJkoiVxVyuZw///KHRG5W4ih96QImAcYmd5q6RkRE8PSjH8XF0T5L+TpmJPj5eNg6jAMZHrZcK7tUKiU6JoqlxWWLzWEOEhLizKpFZG6CggJpaW5lc3NrpbW6qpaycxW4uLjg7OxEYZHpyU1AgD9nrymhrq7e5LFqqmuPJdxpSybGJ0WhySsAMVESuerw9/en/j9/4ubQaaSrW3YYRqBpNYgvPfrYjmObW9vRGC1ry3FcHIwb+Cg2KIxzsnjBtCkMDg6dWHn5KPR099LZ2bVdsGyPNNQ3sra2jkxmPRPkk5CVnYlCIaftfAe5edmcvaYEuUJudmXumNgYGg/R8TqMlJRkGuubKC+rNFNUliMxKYH5eetYFYlYDjFRErkqcXR05OfPPs2n35yCk34RAI0ygP/73p+4aBTd0NDAs/8dQy/YVzIiEbR0/PGj/PnpB2wdyg5qqutYXFwCtrYcnJ2dt13izc3a2jqBQQEkJychCAKrK6sY9Pa1ajMzPUt4eBgxlyiY2zMKhYLNjQ2z1RHtRWBgANm5WXR27NYwOypu7m5k52ZReraYivIqpqdmrCrCeRzKyyrFFaUrADFRErmqefCjD+C+3rH9c3a8P9XV1XznO9/h7o98GsEnzYbR7Y2jUo5KrbV1GLvQ63R4e3uxsrxCVnYmgYGWs5lwc3NFoVBSXV1LdVUN7h7uVFZazpfvJPT09OIf4G/rMI5FfmEejg4ODFiw7qujvZPoGPMkj4GBAXj7eBEZFUFdbYNZxhweHqW7yzwF2KpNjd2vJoocjpgoiVzVSCQSCs9EAeAiVXPzNdmcfeN9fPK3M/TI8zGYw3PBzCwb3PjmM3+1dRj74uFpnbopZ2cnCgvzKS4pAraSJxHTcXB0wNXFxWLdepFREWg0GrOMFRsXs12cHhoWQtv59kPOOJiNjQ30Oh0JifFUlleZpPy+vLRMctLxbWtE7A8xURK56omLDEaCEY1RgVar54acSASpEo2daCftxR/+223rEHZhy5yy7FyFVQx5j8LGxgb1dY2cvabE1qGcmPn5BYslSi4uLgwPDtPT08fa6prZxg0ODmJ5ecWkMUaGR4mNi0EikVBcWkRL8/kTj9XU2EJOTo5J8YjYB2KiJHLVExEehqBawm3mv9x55/v47Cc+jHHadGE8S+EkLPPTr7zT1mHs4mJtly2QsLW6cDldnd1sWrDm5lLGxsYpL6ukubGF3LzdpsGnhbGxcWLjYixqD5OeeYaEhDhGRkbNOm5efi4q1cmMmTc3NklM2mnXkpWdyfkTrlL94Xd/FhOlKwQxURK56rnpppsI26jGz9OF19x2J9e+8wtIXPxsHda+KBRK0hKsYz57VNZW18jNs91FIS4+jrqaBpYWlxAEAa1WR3d3D07OTgwMDFklhrGRMUrPFlOyh4/eacLL03OXqrcl0Ol0REaa933s4KBkaWlpz+fUKjVrq2v7ajD19fZvq/K/hJHYExbjOzo67jGeyGnEPgViRESsSFtbG3MeBWgUWyrP0hCwBy1lb+ki6TFedI8uM6V5STU8I9L+nNP7+wfNYnh6UgKDAggMCmB8bAKtTkdAgD+JF8xcK8qr0Gg0Frv4d3Z0MT+/QI4dyxQcB2cXZzY3VTg7W/Z9trGxaZHt0qHBYVZXVtncVOHk5IiDgwNh4aE4Ojly/nwbiUmJtDb3EhUThY/Plm+cXq/fU4FcKpUyMjxKfELcsYuyTalvErEvxERJ5KpnaWkJuaMbGht3l8d5rKE1SPDzUCKTwnc+837iIoMYn14g6+0/xk2mwtvZyCtL82wb6AVqaupwcnIiLi6GtDP2UbQaGhay67GS0iK6u3qYnZ0jPSMNDw/zFptrNBpKzxbbtabVcejp7iUpOdHi88xMT+Pi4oJMZt5Vl+KSwl2PDfQPsri0RF5+LgA5edm0t3Xg4+PN1OQ0m5sqYmKj9hwvKTmR1pbzpGecOVYcYrfblYOYKIlc9SgUCiQ2XEOKcFkhLcaXxz5xL4F+uy/ioYE+/Pkrt5KaEI6zk3KPEWxDfFws3j7eNDY0kZmVYetwDiQxKYHEpATWVtfo6uoh6bJaFFPIzMqgsqJqu/vuNKNRa/Dzt/y2s16vZ2FhiYRE61yComOimCyfRK/Xb9depaaloNpU4ePrTZDy4M9VesYZKiuq90zC9sJgMDA3Z1lTaBHrIW6gilz1KJVKJDYqRHaQCfzia+/mobtfs2eSdJH8zDhcnB2QSCR2sXKh0+lYWVkFIDsn69TUYri5u7GxvmH2cYtLilhbWzf7uNbGwdEBpVJJc3OrRedZW12z6lalRCKh9GzJrr+9k7PTLu+7/SguKaSy4mhaXXqdHh9v+61zFDkep+PbTUTEgiiVStRq8188j4LGIKXw/b+l9D3PML9ovlZpS9JQ34jBYCAqOtLWoZwIhUK+p47P9PQM83Mnt5tobTlvkSTM2ri7u7Fu4aTPy9uL0ZExaqprLTrP5bi4utDfP4j6hJ1xxSWF1FTVoVKp9ny+q7OH1ubzfPrhz/ORj3zElFBF7AgxURK56vHy8mJzuBZd71+R2+gTcU2yB77e9qEDdBBdXd0kJSWa3QPMmqyvre8q7B4eGiEwMACDQWDwhF1yJaVFzM8vMDo6bo4wbUp+QZ7FvdRi42JwcXGx6ByXI5fLCQ8Lpa2t4/CD96GgKI/6ukY2N3fLTjzx3e8xNb7Ae26/g6iovWueRE4fYqIkctWTl5eHsDzIw+97JSlCPU5Yf1VApbX/DpmVlVWkUikurta9uJkbySXbhOPjk7S3dRAZtdWmHhDoj1qtoqKskrJzFVSUVbK0tHyMwWFtdQW9nfnOHRelUkHp2WKTBBcPY2x0nLQzqRYbfy96unsxAlnZGSaN4+Cg3PU3FgQjWq2OV73qVZw5c7zCbxH7RizmFrnqkcvlCBtbhZefMhh48BMP88PySdSOu9uFLUXjiEBzxyCZKfZpoKrV6ujs6MJgMJCQEA9sbVVZ0s/NUhgMBtrbOlhaXKL0mhJCL2sLT05J3vHz2Og46+vrhIWF7nh8aWmZ9rYOlEol3t5eKBQK5HI5KakpVJRXUVJ6+ou7zd2Rdinj4+OEhYcefqCZ6O8fxNnZGQcH0xsicnKyqa6upbAof7u7rb62gde/9o0oFAqTxxexL8QVJRGRS5DJZHztK1/m0Xfn4DDxIo5GK60uSeXc9Zn/Z525TkB7WzuFRfmUlBaxML/IxsYmgYEBVq8xMQelZ4sxGAyUHtFiJDgkCFcXFyrKKmm/ZMtmcmKK0rPF5BfkEhcfS3BI0LY8gYe7u0VitzaWLFCXSKx3+VlcXCIkJNhsiZlMLqOktIjqyhpgq1twcnJSTJKuUMRESURkD+5433sZb/oLt0YvYphuxlliWRuMt13jS81vHrLoHCdlcmKKwKDA7Z99fL1xcXEGoKAwnwoL17KYStm5CqqratDpdMzOzlFeVnmsC6ZMJsPL24uSs8UIgsDc7By1NfV4e3vtOO7S7qnlFdM8x+yFouICJsYnLTJ2QWEe1VU1Fhn7coaHRnByMn9dXVxCHMvLy7ztrbcT6BfGzTffbPY5RGyPmCiJiOyDq6srz/7waf77zEeJ0dZjKdtXucRISmww937mRxYZ/6T0dPeyurpGf/8AwcFB+x5nzzVLVZU1ZGSmU1hUgFqtwd/fj9KzxXh7e59ovKTkJNzc3ckvyCUoOHDf42TyK0dscGPDcququXk5DA0OW2z8qalpVpZXcFBaZqUnIMCfx7/zFB978BNcd911diHdIWJ+JLYysszJyTE2NDTYZG4RkePS0tJC4Rs+BOHXW2wOqcTIt+7K4m2vP2uxOY7K6uoq+gueWF7eXvteANbX15FKZTvsLgRBsKmuksFgoKqyGmcnZzKy0q2ukFxeVomrq4vdi3Aeh8ryKqJiog5MmE0a/xhijgeh1WgZGBhiYWEBmUyGQa8nvzAPmUxmsffkxMQkz/7g53z+81+wyPgi1kEikTQajcY9DSvFRElEZB++9vWvUVFZzlceeYy4uDhe/5Z38uJcJBrBchdehdTIG/PceOL/3mOxOY7C6uoagsGAp5fngceNjozhH+C3LRewtLhE/8AgGRlnWFxYYnR0jPj4WMbHJ4iNizVLIe1B6PV6Oto6Sc+0XdeRXqdHrrjy+mSmpqbBaCTIAsmSwWCgprru2MnS6uoaqk0Vfv6+VFVUk52bhZOT9b0Qf/fbP6Je1/Pud7/b6nOLmIeDEiVx601EZA/a29sJDPblK1/9Ij/+8daW2I+e+ja+i2UYJhtwkmotMq9OkPD/atY5e9sj2OomBi6IDh5BPDE8IoyOts5tzZ2Oji5yc7NRbaoICPQnNy8bD08PUlKT6e3ptXTYVFfV2jRJaqhrvCKTJICgoED8/P2pra5DEMxr+SOTyUhMjKeivIrxsQmGh0aoKK9Cq9Gi0+n2Pa+15TwKhZzRkTFSUpNtkiQBvP4Nr6HlfCOrq6s2mV/EsoiJkojIZajVah776ld47etvwd3DnZq6agwGAx4eHnTUvED3899EOvgXi8YwPLf/xcEadHV272kwuxfZuVlkZWdQUV5Fbl42AO4eu7u+Ljq1W4KJ8Ulqquu2TU9thUZrmQTaXpDLZeQX5tHU2Gz2sX18fSgpLSIoOJDIqAhKSovYVKlQqVQMDgxRU11HX2//jnNKzxYzMTFJZFQEXpcV11ub7JxMnnjiCZvGIGIZxERJROQy7vvQB3nksS8gk8n40hce5Vvf+M52nYuDgwPR0dH86bknCFv6Bw4SyyQ0j95zrUXGPSpq9fEsHlxcXCgpLdqleH0pgUGB9Pb0mRoafb39qNVqli8IQba3dRISGkxBYZ7Ft/YOo7Aon7bz7TaNwRrk5GbT022ZFcJLa8o8PT1wd3dnemoaQRCIjtmtdp12JpWW5lY6O7ssEs9RefNb/wejVEdTU5NN4xAxP2KiJCJyCRUVFbz6NTfj5e0JwBe+9Bm+9Z1vcHk9XVFREfXn/sq7s7Q4bI6ZPY67v9NE2A2f49Nf+4XZxz6MyvIqEpMSzT6uVColPiGOhvpG2ts6qK9rPPYYFeWVeHh60NvTh4OjI+1tHUREhpk91pMilUoJCQmm4QS/22lDKrVekXxRSSHx8bH7FuZnZKazvGR7SYb77r+Hp3/w/QOP6ezs5IGPPMB773g31dVHM9kVsS1ioiQicgm///3vuOllL3W2KZVKvvPE13nmR08zMDCw41gPDw++/tVHeWu2EhnmtSAxAhtSL37zYjdqjfW2c8rOVVBcWmQRzZmLpKWlkpqWQm5e9pHd2IcGh2ltbSM6Ohp/fz/OpKfh5ORIaloKbm725ZHn7eO9r2nqlcTMzIxV5zMY9q+LGhoaJjMr3YrR7I1UKqW4tIA//OEPez7f19fHd5/4Fp/7v0/y3Se/QXVtOc8995x1gxQ5NmKiJCJyCYKwt0fX1775CF/9+qM0Nu5eKfjsZz6NpuVZlFLzFrgCuDnJ0enNP+7lCILA5MSUVWw3HBy3tudGR8ZIzzi88Fqn06FQyElPTyM4xDLt6eZGJr8yC7ovJT4+jsnJKavNNza2ZTbc2nKepsaW7cdbW84THh5us0Luy3njm17HubJzez4XGxuLVCrbLvj/wL138v2nn+IXv/gF3/72t/nFL35Bd3e32YvlRUxDTJRERC5hv+0EqVTKN779GE2tdTz88EPo9S+tIAUEBDDaWYNxosqsseSFavnLU/fi5mK51R3Y0rBRbW4VzVpT/2hjYxPXPcQq19c3tlcPDAYD9bUNhIZZzxPMHHhbsHDdXvAP8GNwYMhq86WkJjE4MERSciLyC4Ke5WWVpGecsagn3UkYHh7i7nvu5u577mZy8iVl85qaGrJzMnYc+8K//kRQmC+3veMN6I0qKqr/y6OPPmrliEUOQtRREhG5hLvvuYuvfeuRA48ZGhzmb3/+Fw98+IEdj//sZz/jvqfq2JT7miUWOVp++blXcH1xmlnGu5SZmVkUCgW9PX0UFOaZffyjUH6uAiQSMrMythOmzU0V/f0D+Hh7Mz4+gUaj4ewRPdnsiX+88C+CQ4JITUuxdSgWZW5uHj8/87zfj8vfX/gnaWdSLSaCaQo6nR6pVIpREPjUQ59DJlHwtre9nV/96ld8+gsfO/T8J7/7fdJSMrnxxhutEK0IiDpKIiJHQqfT4e17eItxVHQkG6pVzp8/v+Px2267Dcdl83U86VHyqW//2WzjXcrc7Byzs7M2S5IASq8pofRsMW3n22hqbKa5qYWuzm7OnEklJDSY/ILcU5kkra9vcMNN17G8vEJF+dYqY33dlXdTqNPpWFtds9n8zs5OdpkkASgUcmQyKXKFnC9/5Qt87ksP0dPfwe9+/1see/Trh55/1z130DfQxblze2/hiVgXMVESEbnA+vr6ke+OP/Lgh/jN73/Jb37zm+3HpFIp77i1BIXUfKu0/TM6mtoHzTYeQG1NPb5+viQmJph13JNSWFRAVnYmrq6ubG6qGBgw7+9rbYaHhpHJttzlS0qLWFhYJDQ0lPJzFaytre/Ytj2trKysUl1Vu2e7vjVQqzXk5u5582+XyGQyXvO6V/PUDx7nng9+4Ejn3P7ed/Dz/ycWetsDYqIkInIBnU63bcVxGFKplE8+/CAGiYafPfez7cdf+YqbcNAtmByLTGIk1mOdX3zp9WSlRps83qVERIQTGBhg1jHNQVx8LFlZ6cxMz9o6FJNYXFza8bOPjzdBwYGUXlOCi4sz01OW7RabnJhCEARq9lDQ7uvtp+xchUnjd7R3IZNJbbra5+jowPDwiM3mPyn5BblH7ijd2NikqakR7RUuYnoaEBMlEZELaLXaAwUT9+I1r301q+uLvPjiiwBkZmayMdNjciwPvyWW+t8+xHVF5q1P6uvtJzDI/pKki5w/30Z6hvlrsiyBQW+gs6OT6qraHY9HRUUyPDy65zlSqdSiHU1Go5GFhUWqKqrJzcumrraeutoGGhuaqKutxz/An6Ligm2rkOnp4ydtzs5OuLq6Hnrc2toaHW0dGPQGRvZ5PUxhbm7e7GPaEy4uzrztHbexsGD6jZeIaYiJkojIBaanpwkJPZptx6W8+73v5Be/+jkqlQpXV1eSgk1vU/7CL/q54xNP86d/1pk81qXMnODCaE0Kiwpob+ukprrW7lukZXIZCwuL5Bfk0tc7QFfnVlt3WHgoWo1m3/OcnJzo6e6l7FwFnR1dlJdV0tuz9bPBsLc8xWGMjIxSU13L1OQUaWdSKDlbjEwmo6Awn7z8HLJzssjLz8XDwx25XE5JaRGhYSHMzOxcveto79oVQ2tr245VqIvyDhvrG0yMT7IfLc3nSUlLQa/XExEZTmVFNQvzC8zPze+a97j0dPexvr5u0hingdaW8wQF2Wcd1tXElS/2ISJyRCYnJ4lJCD/RuR/+yAf5/e9/z2233Ya7Qk+Sr4zBOQGNfqteKcAN/qfQh+/+42h3h4JRQnX7JAq5jFtvMl/B9X7KxvZEfkEui4tLVpUqOCkSiRSpVEpcfAwA/X0DrK6uHlj/5efvi5+/LwmJ8Tsej0+IZ2R4lJXlFfz8fQk6YqFyc3MrAAWF+ceOPz09jY2NTVxcnFleXiEg0J/amnoiIsIJCQ3ePkav11N+roIz6WnMzc2xuLBIaloKCqWSgYFBYmKiUW2qWFtbo6enj4zMdLJzsoCXEqvikkJams8TFRWBr6cHVZU1FBUXHCvewYEhJiemyM3PITAogLXVNdzc9xccbWluRaVSU1h0/NfGlhiNRu6644O89tbX2zoUEcRESURkm8nJSfJLMk90bmRUBN/82uPcdttt3HrzDdzyupcTHBJEd88gQ6PTJMSG0djaC0dMlCQY+fsP7iU4wJuFpTV8vMyjPn35xdkeqa9rJDYuxtZhHAkXF+cdP5sad0TkVqJeU127b6LU3t7J4vwCUpkUQTCaXCvU1dFFcmoSKysrRESE4+vrA8D09Awry6skJMYhl8spvTDP6vlVgoO3kiilUoFCrqDsXAXx8XH09w9QerZ437kyMl8SGPXz88VgMBwpeRcEI9VVNRSXFG4XkI8MjxCfELfn8S1NrSiUSjIy09nY2GBkeBRfP99dfy975cnHv8+73vFurr32WluHIoKYKImIbDM5NYn7AXenh5GTl8nAwACveMUraG5qITQshOSkWJKTYgGYX1gmxLObieXDt5SMSHj6//2bP57rZnTVgbPxDqTEBfHgnbfg5nLyrT1vH2/W19ZxdTu8xsQW6PV6/P398PLytHUoRyIkJNgi4+7XTVZTXUtkVCSOjo7ExpqnyD8nLxu1Wk1ExM7V1MDAgD2L/ouKC3ckN+ERYXh5e+Hm5nrk+re1tTX8/HyPvMJZVVm9a/UpPiGOyopqiksKWVpaZmJ8gqTkRGpr6ncc6+LigouLC/19g8TGbb1miwuLdi0KOj+/QG5urq3DELmA/a9ti4hYiZWVZSQSyYnPf81rb+Evf/kLiYmJNDU173q+IC+dtl/fQ/Xjt1L2zZvp+8Xbue9mP5yUe8/5zb9MMrTmjkHiwH/64Lt/myL3jY/y9vuf4KRCsSsrq9tbIfZGXW0D83Pz26sq9kxdTT2jI2P4B/hbZHx/f3+qq2p2Pe7u4c7Y6DhhYcevpTuIo3Z7wt7bt27HTLzd3Nzo6+tnc2Pz0GOXFpeIjonacyu2uKSQ/7x4Di8vT6JjoliYX9x3Oy82LprK8iqqKmvo6uw+VrzWJigwkMXFRVuHIXIBMVESEbmAQTBN38bN3ZWh4SEkEgka9d7FvBKJhMSEKNJS4/H19eazD9zGV9519O2wGZ0X/+jQHDuhW1paZmlpGblcjkKhONa51kIigcCgQFuHcSirq2ukpacRHhFm0XlycnM439rGwsIiq6urlJ+rIDExAa1Wi9FoRK/Xn7j42x5wd3fH+cJW2EG/x/T0zIHCkiEhW0mjs7Mz/gF+B85ZXFpEUXGBSTdE1qC5uZXAQPv/LFwtiImSiAhbxZNOzqZ7qs3MTPHcc8/R09N75HOUiuMVWCuNG8c6vr2tg97uXry8PO26RsNeE7hLqSivYm527shaOKagUMg5k56Gi4sLqk01pdeUIJVKSTuTQkd7FxPjk9TXNlBbU8/s7JzF4zE3AYEB9Pb0U1ledUFCYG9dpIWFg1dWTqIzpDcYKC+roKvLdCkPS3DPve/nmWeesXUYIhcQvd5ERICpqSn+8vwfePs7bzNpnN6eflxdXQgKDjzyXevq6hpxb/oh2iMuaMkkRlzlWhQycJDqaPvjJw+ca2pymqBg+787bWk+j4+PNyGhwXbZ8dbXO4CPj5dd1basr6/j6upKT3fvqSjUP4jNTRXjY+PEJ8SxvLxCZ8eWVEF0dNR2B95elJdVHlhAfhAT4xMEBgYik9tfN+h3vvUEr3n1G4iPP91/19OC6PUmInIIvb29pKQmmzxOfEIswSFBx1raf+HFuiMnSQAGo4QVnQPzagcmNl2JuPkxnvzp34EtT7HW1jaGhoaBrRUQexaYvJSMzDMEBQeydJmytT0gCALLK8t2lSQB28KP9q45dRScnZ0IDAqksaEJT08PiooLKD1bfGCSBODsdPLmhoGBIVZWVk58viU5e00pw8PDtg5DBDFREhEBthKlqKgIm8ydGBuG3IRP4preAUGnoaqyhty8HNLT0/Dx8aGivOpU1GNcpL9vgM6ObnwutKfbE3W1DeTmZts6jH1JSk5k8ZAtqtPAzPTMtv7SUYmMijzxfP7+fnaX/F7kie8+xdM/+D533/MBxsbGGB8ft3VIVy2iPICICDA0NISXt5dN5j6TGk9u9ItU9++v5nwYCZG+O7p93N3dKCktMkd4VkOlVnEmPdXWYeyiorzqVLyWKrWamuraEwlP2gsnqzc6eROGPat73/WB95GUkoRUKuFTn/wcoWGhBAeEcdttRysPMBqNvPDCCxgMBpKTk4mONq9n5NWEuKIkIgKsb6zadP6CBHcee2c0X393HC4Ox/tYvjrdkRuvt/8L+WEkxMcjCMIu7zRbE2whrSRzExISjF53ervgjEYjJ6mY9fPzZWlp+URz5uRm2+VWL0BGVjoODkoUCgWPPPZ/vOnNb+Dpp7/PyMgId9zxPu7/8P17dgvW1tZSV1fHY489ht6oIjw6kMe+9ggzM/ZtX2TPiImSiAiAjXenbn/jNbz37bdw+22v5IFbg3lLgeuRt+PGF7SsrdnvnfFRUToo0el0uLq62DqUHURGhtPUsFsXyx45rD3enqmqrCH1BHWCUqmU9raOE88rk9v/xsrS0jIyuYyf/PwZ/v6vv/LZLz7EnR+4nc9+9jM7jvvrX/9KWeV/6OhpJacgnZtefgPxCXF89OMf5jvf+baNoj/92P87RETEwhiNRpycbCvCeKmA4P13vgGAlQ9/n+fPqw48LzdSzgvfv8suu8ROQm1NPQUF5vO2MwdSqRS9wcDmxua27o+9MjMzu6+thz0yMjzK2Ng44RFhCMLJVsMW5hdM83KzTeP3sZDL5bg4OyOVSXnHu/4XAG9vLzQ6FVqtFqVSCUBTUxMf+ugHUCh2XtqDg4Pw9vOgvLyc0tJSq8d/2rkyvl1FRExgZmbGLr3FHv3wLeREKHB13Lnc9bJUR77yzmikUkgJc6KutoHKimqT7qrthbPXlDA+PkH5uQrKz1XQ3zfA1OSUTWNamF8gJCTY7pMkgDPpqRiFU3Dlv4BSqSQgIACD3oCDw8m0qVxcXZibmz/RuTXVdbh7mMdH0ZK4uDjT3z+w6/HQsBDu+9AHufeD9/DII4/Q39/P7MzsnmN84J47+fVvfmXpUK9IxBUlkaueoaEh4hPsT6skLDSIfz7zAQYGR/n6j/9N64iKGH8FP3r0PUilUjxc/4mPlysFhS+twLS1dZCWlmLDqE0nOiZqh9eZIAjUVteTX2gb76uJiUnOpKfZZO7j4uHhQVVlDX5+vsTFx9o6nEPRarVMT09TerYYdw/3E43h6OiITqs79nl6vZ6Y2GiGh0bw9vE+1Odxc2OTzq5uAgL8CQsLPVGsJ6W2pn7PVbM73v+e7X/Pzsyh1WoPlFMQjKe3hs2WiImSyFXPwMAApdfZb6dQTHQ4j3/+9l2Pv+l1N+16TLV58FbdaaSqsoa8/D114KyCp6enzeY+CQaDAaPRSE1VLTl5OcjtUEzxIkajcVss0seENn1PT49jn9NQ34hOp6P0bAnr6+t0d/WQmJTAxsYGLi4uaDValA7K7eNbWs4jk0qtniTBVp3cYRylPu11b7iVjzx4P3K5jLnZRZ584nvb23Yi+yMmSiJXPQMDA7z+za+ydRhmwdcONYhMxcnJ0SZf5nNz82ysbxAWbv0Loyl4enrg7Oxs97VK3V29JCaZZyXX3cOd9rZOYuOij2zwe6mMgqurK/EJcUxOTBEcEsT51jb0BgOuLi6sra1h0BsoKi6gvKzSLPEeB61Wi7ePeT7XxSWFFJcUAvD83/5ORUUF119/vVnGvpIREyWRq56lpcUrphh6YWFhx7bVlUBGZrrVC6lrquvIzcvGz8/XanOai5TUZDY3Nm0dxqHEJ8RSUV5JSenJ7EcuRyqVolSevClDKpUSHLJlvnvpVuv8/ML2DUh6Rho6nc6qvoRKpZKqimrcPdxxcnJmemoKo9FIyQltWy4ilUppa2sTE6UjcOjVQSKRhEkkkv9IJJJOiUTSIZFI7tvjGIlEIvm2RCLpl0gk5yUSyfGkVUVEbIheOH59gz1SW1NPbp7ttqgshUwmo6mpZdfjGs3JBToPYnp6hoLCPGQy+92yOoilpWVc3VxtHcaB6HS6CxpAkj21gE7CwsI8Uqn5dT4uXaV1d3dnanLa7HMcRlFJIalpKcTERlFcWoRMZvoax8tfcRP9gz3Yyu/1NHGUV1sPPGA0GpskEokb0CiRSP5pNBo7LznmZiDuwn/5wJMX/i8iYtcYjUYcHK+MPXqj8fT7fe1HfkEuo6PjhIeHUl1VS3JKEj3dvei0WqQyGQaDgfDwUMIjDq/lOIzAwADOt7admgLuy5FIJKjVamQymVVXPo7K3Nw8CrkcTy9PsyqeW+t6PzI8QnhEmHUm24esnAwMBoPJyfz09MypsTiyJYcmSkajcQqYuvDvNYlE0gWEAJcmSq8BfmLcSk1rJBKJp0QiCbpwroiI3bKwsEB09JWxVXUlf+GpVGp6unsYGR7ZLv69vMDbYDAwNjpulpoiqVSGXqdHrjh91Qne3l6oVCoa6ptM0xeyECPDo+Tkmn/TISPzjNnH3IsoO/i+UCgUVFVUk5qWgqeX54nH0WqujNV0S3OswgyJRBIJZAKXewyEAGOX/Dx+4TEREbumr6+PlBOoAdsb1VU1pJ5yWYCD6Ozo4qaX3bCdJO2FTCbD3cOd1pY2k+dLTUumrrbe5HFshZOTE4VF+ZSdq7B1KLtIO5NCV2eX2cd1d3dnfGzC7ONejrOz7fW0pFIpJWeLGR0ZO/zgA9jY2KCj4/Trr1maIydKEonEFfgt8CGj0XgiYyyJRHKHRCJpkEgkDXNzcycZQkTErPT19REVHWnrMEwmMioSFxf7sv4wJ0etY/HwcCc5JfHQYua+3n70ev322KMjY1RX1TI0OEzZuQoqyqtITE4wOW5bMjY6bjdCqgaDgbraevr7BqitqcfP398i80hlEnQ6y66SnFTc0hKo1KbJgfz+z7/kZz9/lu9973tmiujK5EiJkkQiUbCVJD1nNBp/t8chE8Clm7ahFx7bgdFo/L7RaMwxGo05fn6n15NI5Mqht7cXf//T/168Urr29uM4v59CoaC/f4Durp49n6+sqCYuPpbqyhqqKmsQBIHwiDAKi/KZn1/g7DUllJQW4e19cl0fe0DpoGRmeoaJiUmLJw+HMTc3T15+LrFxMZy9psRiMhbBwcGcb223yNgXWV21rYH2pRgMptUlKhQKPvP5h/D0ceGzn/0s8/NbSaAgCPz85z+np2fvz9DVxqEb8JKtwodngC6j0fj1fQ77E3CPRCL5BVtF3CtifZLIaWB1beWKqO0ZHxsnIMAyd+n2QGpaCmura7gdop58kTPpaWxulpdtpAAAZjBJREFUqhAEYTvJ6uvrZ31tY7tuJzc/F0fHne3k2TmZVmv/NhqNZn3v6XV6xsbHCQ0NobamnqLigu33RFVlDUXFBWab67j09w0QGBhg8XlWV1ZJz7BsEb7Cxia6c7PzyOQyvL29cDNTd+NrX38ry9ev8J3Hv8ni/DKrK6vccdftnKv4N9/69jdJTUnjrrvuuiK+K0/CUf7ixcDbgTaJRNJy4bFPAuEARqPxe8DfgFcC/cAmsFtGWETEDpFIr4zW2NO++nEYbm6uNNQ3kpObfeRznJ2dqKqsQa/XI5VKKSjMQ37JRe7yJOkinZ3dpFu44627qwetToebq6vZtn6HhocxCka6u3p2dZMZDHqzzHESmptazNrddhBtbR3bgoqWIiIqwqLjX2RsbBxXV1fc3FxZWlzGz9+X6soaCosLGBsbRyKRsGlGJX5PTw8+8dBHdzyWnZvFO94F5WWVPPvss7zrXe8y23yniaN0vVUAB6aRF7rd7jZXUCIi1kCtVuPrd/qVrI1GIxqt1tZhWJSycxWcvabk2OcddxVFKpUSEx2FRqPFwcEyshHr6+sIgsCZM6n09vaZMM4Grq4v1aWtLK/u201mihCjyE5kVtjmHh+fwNfXB7lcjkajwc/fF7VaTeGF93NYWCiCIJBfYB3/w9KzxXz0/oeu2kTpyi5sEBE5gN7eXrKyM20dhslUVdaQmHi4FcTI8KjNa1VOSlxcLOPjlu9oAujp7bNYklRf14irqyvJKUkAeHl5nWic2po6BIOB+UsKi4ODg/Y9/kx6KosLiyea6yR0dfYwPTVDTXUdySnW6yr1NsEv7igYDAaLKMQvLCxSXlaJUTDS1NiCr68vTk5OKBSK7SaNy61ZrFmXWFFWSWbG1asjLSZKIlctnZ2dJCae7s6mluZWfH19mZw8uCRQp9Oxvr4ObBUznzbGJybYWLeOLYeljIXHxycIuMy4dHF+kbW1dUaGRxkeGmF5aflIY0VERODu4c7o6Bijo6PUVNdu22/shZOTEx0de7fkT01Os7iwiEqlpqG+8ci/z+W0nW9ndmaO2dk5kpITCAwKoKAwz2JJ5+XMzc2TlGTZz/P8/MKO7VtTMRgEKsqrWFtdpfRsMZ2dnWRlZ+y7LWwr8gvzKCs/d9WqeJ8+NTURETPR1d3FLa9/ma3DMImMzHRgKxFaWFjEzc2N8bHxHX5vExOTGAXjtl5UWFio1b3TTKG/b4DcY9QmmUpBYb7ZhCsv0tvTt6dJrUwuY2J8ctsctren/1ABwdmZOfz8tzzosrIz0Wq1hIcfwV1+n+5OlUpFUHAgwImVzTUaLQmJ8TZ1or90G9JSBAT4U15WQenZ428D70VTYxNn0lNxd3cHICXVPrXQFAoFScnxqFQqu9CRsjbiipLIVcvS0uKp9fO6HIVCgVQqpbenl9CwEPp6+1GpVPT3DbC2ukZo2Jb+a9m5CuQK+alJkupqG6yuBSSXy5DKpNs6S+ZgPx2o2LiY7SQJYGZm5sBxdDodMzMzO963R01OEhLjaWlu3f5Zq9UyODC0Y0tzeGiYmupays5VUFNdd+BrIAgC58+309pynrraerRa223rVlZU4+Bg+VWYhYXFHUr+pgpc5ublmEUg1Rrk5udQV1dn6zBsgriiJHL1InlpGfmpJ3/ADTdeZzcCfSfBy8sTrwurEXHxsQC7fh+lQnFgLYu94eHpYZN5Q0KCqSivoqAwH7nctGRardbg6+d7pGPDwg5exWptbSMn5+S1IsHBwczNzrGpUhEREU50TNSO1ce8/J3FwZUV1ft2kQ0NDpOQEMfgwDClZ61jH7IXOp2OzMx0q9Ts+Ph4s7KySk1VHRLpVrI4MjJCccnxu/rW1zdoaWo5UG3enigozOe+ex5gdXWVW2+91dbhWBVxRUnkqmRjY4PAoJd0Xbo6evnmVx+norzKhlFZHu0pKOaenZmjurKGyYkpEvbYrrIWJaVFVFfWmDyOanMTvyMmSpFRESwtLu/53NrqGmlpqSbF4h/gh7uHBxFH3GJLSIynvq5hz+emp2dwcHAgyYYK5stLy/T3DVp1hdTDw52CojzyC/IoLCogNy+HivIqpqcOXg2srqqlsqKa8rJKJiem0Go0lJySJAlAKpXwnSe+TvP5BhYXrdcYYA+IK0oiVyVdXV3bdS/f+vp3edv/vp2SkhK+8c1vMDE+yZvf+kYbR2heZmfn8Pf3IykpkdmZWfztWJxyZGRkuw3a1ihMNMVVqzV0tHce64I4ODCIukNNYlIiPr4vdXEplAqzFEYfZwxfXx98fX0YHR3FoBe2NZ+0Wq1ddIzqDYYdW5e2QKlUUlJaxED/0MFGykajxTWeLMVvfv172s63ExYWypn0VF544QVuu+02W4dlNcQVJZGrkvb2dmJio/nJj58jLSWTkpKt4sz7P3Q/mk0D/3nxnI0jNA8T45OsrKyi0+moqa5lcHCI9fUNJsYnbR3avpw5k0ZXZ7etw2B9fcPkrb/GhqZjrxpk52YRFx/LxMTOv9HMzKxJsZiCt7fPdjwT45P09vTj5OR4yFmWZ3Fh0W7UomNio+jo6KShvom2tnba2zowClvb+xqNhqTkRBtHeDIeuP/jRIfH8+X/+wqvu/V/WF/WXHVbb+KKkshVSU9vD0Vnc1heWOeO97xyx3N33HEHmZkZfPmxL3DtdWdtFKFp6HQ66mrrCQsPo7O9i8zsdEJCgrefn5mZxWAQkMns715JpVazdMQ2eUsik0pNvrid9HypVIbnZUnazPTMkbfMzI2rqwspqcmUnasgOyeTkNDgw0+yAva2MpqesbNWq662Ab1eR0hICKMjo5SeQDTVVlRX1SKRwOrSGkVFWzVYISEhvP3tb7dxZNZHTJRErkqWlhb49a9+y1133ItOp8NoNO7oHrru+uuZmZ4xux+XNVhcWKS7u3e7wDQ0NGRXoWtAgD/NTa1kZqXbIsQDaTvfbhcFruvrGzg5O534fEEQcHI62fnePl5c/rbzPKE4pbnw8vIkKSnRKt1lR8Xd3Y3JiakDNaRsSV5+DrDlAjA/v2DjaI5OV2c3+QW5SKVSfvzMz3Z4Jl6NXL2/uchVjVqjpr2tk5GREe754F18/ouf4cMP3L/dxv31r32d9tZu/vKnv9k40uPT3t65w7pjvy84jUZz6FharQ6NWkNDfSN9fQN7HqNWq08W6GVMTU5TX9e4667cVphiLwJwvrX9xOKEUqkUvf4lSYHJiSnW19ZMisccKBRyswoumopUKmVwcMjWYeyLXqdHp9NRX9dIdo7ta7qOQkV5FVHRkdvfGy6uzgwPD9s2KBtjP+94ERErYTQaCQkNZmlhhWef/THf+PZj6HR6fvrsc7zr3e/A3c0dmUyKj583oyNjtg732GTnZB3JG00Q9tb2AbYFKRvqGsgvzCMlNZmB/sEdx6ysrNDZ0UVmZgYV5VUmGZ8uLCywtrZGbp71hCUPQ6lUMj+/gK/v8f0AmxpbyMg8Y9Jd+MjICAGBW1tLU1PTdnGh9fTypKqimiI7Kkp2NmHVz9xUlFdhNBpRKORER0fR3z9IRma61TzZTGFwYIipySnyC3JRKBQA9HT3kZWRQ3R0tI2jsy1ioiRyVVJXW09KUioGYctZ3sFByXvvuJ333nG7rUMzGRcXZ/LyclheXqH9fPu+xcSCQWBzU7V9oVleWqatrYOQkGACAv0pO1dBfkEeMpkMJycnUlKTWVhYBCMIRgE/P18Ki7ZWrgICAxgcGNqhyXMYE+OTzM3NExoagrOL057K1bYkNy/7gkXM8RKlwYEhsrIzTJ5fLtv6ejYYDKSm2Y9i80m3Ey2FRn34yqi1kEgkO24Y7K2Gai8EQaCqopqSs8W7Pr9/+sOfefAjn7RRZPaDmCiJXHVIJBJ+/rNfIJVK+ca3vmrrcCyCTq9HKpWQfYD1R8nZYjbWN6irbcCg15OSlrKjNujyFSmJRILPPqaj4WGhrB1za2hgYPDQVS9bo9Vqd/w8NDjM+Ng4EomEhMR4/PawBRkfnzhWwrgfWTmZtLd1sL62TkFRvsnjmQs/fz/0er1dbMHpdDoCggJtHcY2p9ELrb2tY8+bqY31DYaHxuyqJs1W2P6dLiJiA/z8/HjkkS/zgXvvtHUoFkGv16PRaAgMdD/wOBdXl+2CU1Po7u7ZUVvU0d7J0uISRqOR5JTkHXpAFzkNRfISydbWWWV5FWERYURFR25rCZWXVTI9M8vS4hJOjo44OjmxtLTEmfQ0s83v7+/H9PTBQobWJjQshNWVVdw9Dn5vWYOW5vN2s12r0+ntsjniIObnF4iL372S+/cX/smf//A3HvvKlXkjeVzEREnkqqSvrw+VZh1vb9t2ElmK/v4BQkNCrDbfysoqsOXg3tfTR25+7rZYY1dnN27ubiiViu3jR0fGSDdjQmEpzqSnUV/bgGA0Eh4etuM5a3Tm+Qf4c+11Z2lv6yQ1Ldni8x2V2bl5u0iU7EneormxmbxTUIsEMDw0wsTEJGlpKbv0sCbGJ2mub+cHT//QRtHZH/bzLhMRsRLr6+t8+ZEv8rFPfsTWoZidkeERKiuqyc3N3naEtwbZOZlUVlQzNztHUUnhDkXrpORENjY2qKmqxaA3MDAwhK+fr11caA/DwUFJbn4OQTbc3pHL5Xj7eKG2o1qcw8x7LY0gCFRX1uy5GmIrLq40ngZGR8coLinc8zPY29t31QlKHoaYKIlcdczOznLTy2+4InVBRkbGbGKT4OLiQnFJIckpSXs+7+XlSUFRPlVVNUyMT9hVp9JBjI6MUX6uwuZmycHBQYwMDbO4YB8eW3l5uVuF/Tai/Xw7hcUFuLm52iyGS9nY2DRJc+ukCIJAZcXx/SkPMmnOzcvhpz/9iSlhXXFceVcKEZFDCAkJoW8fjZy1tXW6Ortpb+uwclQnZ3RklIryKsrLKs1Sb2QpZmfmkEgkBAYGHH6wDaiuqqW8rJK62noqyqvo7OjCycnJbtSUE5ISWFvfYHXFPvSU3N3dbGYivbq2bpN598PFxRmJRGr112NycorMrEzqauvRarSHnwBUVlSTfIBivKurC9fcUMJjj30FvV5vrlBPNWKNkshVh1Kp3FMkcWpyivHxye3i0NaWNgx6PaHhIfj722+b7+jouEkaRpZkc1NFZ0cnep2enLxsu4xzfGyC4aFhCosLkMlktg7nQCIiwqivbSDXDhJihUJBto2McQMD7e/z6OLiTE5uFrXVdeQX5ll8PqNgJDg4CI1GS15+LtWVNYeaSRsMBgqP0EH5iptvIiqqj6eeeoq7777bXCGfWsQVJZGrjsXFRQICA9DpdHR2dFFRXsX09AxBwUE7OmjSM9LIyslkdHTchtEeTF/fgF1p7FyOUqnEz8+PnNxsu2gnv5yZ6Rn8/P0oOVts90nSRYKC7ceuw8nZiZrqWqvPOzMzZ/U5L1JeVklrSxvdXT07VlwEQUCv15slSWpqbKaivIq52fkdjxsMBkaGR+js6KKpqYWK8qrtYuycvBxGR8eorqpFEIQ9x52fXzhyyUFCYhyuHo489dRTpv0yVwD2980lImJhuru7cbygDbJfTc2lBAfZz4XpcpYWl4izcf3MQcjlMlZWVoiItI2Z60HMTM8wv7BAgJ1uBe6H42VdSrbGzc36RfkeNmwEkLB1EwVbWkPVTTV4eXmh0+nIzMowyxybG5vb2kaXquxvbGwSFBy0w5fyIgqFnPDwMMLDw9jc3GRleRWpTIpGo0Wv0+Hq5oK7u9uRY9Dp9BiNAnV1tdx555Upo3JUxERJ5KpjZGSEl73ipm2Z/oM439LGmQz7bWM/DVpEaWmpdmWqWV1VgyAYyc7JPHVJksFgsJsC5ovExcdafU6N9mj1OBbhko+ci6sLpWfNV8O2vLxCb08f8Ynx24/5+/txvrWNM+lpuLu7UVleRfEhW9jOzs44OzubFMsPvv9Diguu4R3/+x6TxrkSEBMlkauOnt4eXvs/Nx963NraOk7OTmi1WtrOd6BWqwkMDCAmdqfv0cT4JENDQ8jlcgwGAVdXF/z8/FhcXLT4tpjBoMdgMNj1ttHyygqCIOyr6m0tBgYGmZyYIjcvm5HhURwd7Wtl5ijIZDL6evrwDwywGw0whULO+to6rlZM4Jxs+LfLzMw4kpficTEYDEyMT+5qyEhMSmBlZZXBwWGioyOJs5LVj4uLC5GRkXZzg2NLxERJ5KpjeXnpSB9+1eYmvn6+yOXyHYakAwNDzM/O4e7pwcL8AnHxsZSU7hYftIareVRUJBsbm8daUrc2Xl6etJ1vt3miNDk+ud3BlnDJHftpIzE5kc3NTVZX1+zm715TU0duXjYeHh4Wn0sQBJYWlyw+z17zdnZ2sby0irkXcpsaWwgMCiAlde9SAA8Pd/R6PWqVmonxSfz3sM4xNw4ODns2vVyNiImSyFWHkb0LHS9nP0PLmJgoYo7g5bVfQaU56esbsMtOsstZs4N2blc3+0gqzIGzszPVVTXbpsS2pKqimhtvuh61Sk1Pd6/Fk9Cqyuo9b0z2YmFhkcGBQQwGgcCgACIjI048r1QqZWV5xeyft6rKGooO6VYD8PHxprGhmbBwyyvub2xs8q9/vMjb3voui891GhDX1ESuKvR6PR6e1ikEVSqVtLd3WnQOWxa1HofsnCzKyyptGkN4RBiTE5M2jcGc2ItkhduFVS1HJ0erCGJKpUfbZq6va8TDw53cvBwKCvOYmzW9Uy4xaX/9oZMSsM8N2V5k52Ra/O/+f59/hIc//jke/+6Tdr2lb03EREnkqmJgYICMS8xbLUlBYR6pqcmMjowxPmYZiYG0M6nUVtdZZGxz4uCgxNd3fzVga+Dj482AFbZDrcWEDZO+tbV1KsqrqKqs2WECXFhcwNDgsEXnPmp9ksFg2CFJkZuXQ3/fgEkJ+9TkFL29/Sc+/3JmZ+eIjDr5Kpe5ufvOD/HWN72NJ5/4Hu7up+MmzBqIiZLIVUVXVxdJR5AEMCfhEWEEhwRTVVlj9rGbGpoxGo1mH9cUlpaW99x2XFxcRKPRUFFWaZHX4kjY2WtlCnu1iFuL7s5uSkqLdm0ZlZ2rsKjn2dra+pG6UKempknaQ31ardaYtAqbmpZCdFQkHe2drK2tMT83f/hJ+7Cxscnc3JzdrNrMzc6TlZlDSor96rLZCrFGSeSqoq2tjRtfUWr1eaVSKb6+vmbpUOvq7MZgMODj40NWjm2UkfdjZmYWX18fqipqKDlbhMFgYGFhEQ93d5xdnNnY2CAyOpJhC6867EdRUSHdXd0W2UKxNrY0YY1PjGd+bn6XZ9heyYk5WV1dPVQeQa/XszC/QFBa4K7H4xNiTU4w5Qo5CYnxrCyv4uLqSkV5FUajgNEISqWCgsLDla8B2s637xC4tTW1NXXk5Nhe8d0eEVeURK4q5uZmkStsc38QnxDL1OQ0NdV1dHZ0oTmhG/zc3DypaSkEBdvO0f4gZDIZAUH+tLScZ2Z6Fn9/PxRKJWlpKUxPzRAYGLAtpmf12OQyXFxc0Wl1NpnfnExPTdtsbg8P9z23oPS6o3uDCYLA2Og4HW0dVFyyHVZbW09TUwuTk1O7znF1PVyCQC6Xs7G+sevxmuo6s63CyeVyfHy9cXJypKS0iNKzJRQW5hN8BNX0i5/7vPwcauxk2/zvz/+TZ37wY5O1l65UxBUlkasLqW23XkLDQggN2+paaWvrIO0EOkslpUU0NjTvkCywF2amZwgI8CcubqcIoVQqQSqVk5ySREN9Ezm5WVaPTavVsbqywvrGOgplqNXnNzdrq7Y1xy0ozKOivGpHF1hfXz8bGxtMTU4jlUkIDgkhap8anO6uXpJTEoFQlpeWAVhdWSU/PxeAxYXFXXpFHh7uNNQ3otpUoVQqiUuIY252DoNBuDDWFkYJqNVqZDIZCoWC9fV1MjK3ahMvl1UoL6skOSXJZPkKhVKBVCpDr9fva9ejVqkxCAINFVUUlxRZpTP2MKora/j73/7N3/7ywqkQsP3/7d13eBzV1cDh3+yutOq92FaXbVnVTZIlS7JNCy0hpEBIID2hhF5CMc2BQEJLIYRmQgIkhARSCCXlSwixeu/FstWt3nvZNt8fsoVlq6ykbZLu+zw8SDuzM2c11ursnXvPsQYxoiSsGyMjIzNJii1wdnKiob5xyXOMFAoFWyO2MD42bqbIlkevNxAYuPjPNygokNqjx80ci57srFxGR0c5VnucjPRMtBoNx4/XEbUGbrvB9MTp1hNtVju/LMs4OzvPeiwmJoqQ0GD2HUglNS2FwYFBsrNyz+psn5GeRcRpFb3r66cn2Wu0n4z0eXl7sf9AGrk5eYyeVl4iOCSYfQfSSNq7By8vT7ZFRhCxbQu1tZ/8m4rfvQuVSoUsQ2VFFWWlFYyOjlFeWoFCIdF/sg5TdlYumzZtPOt1LJf/Bj+aGpupKKuYc3tNzVGcnZ3YFrmNzs4uk5xzpV595Q2ef/4FkSQtQCRKwrpRWlpKatpea4cxI3xzGEHBgWi1S78N5ObmOuuPii1QKhU0t5wgMyN7wf38N/ixLXIrlZXVlJSUreicIyOjjI5+8kd0dHSMwvzpEYeU1GQkSUHEtq3s25+Gs4vzWprLjVKpnPXaLa2zo4uoqG2zHvP28Z7VGmjX7h2kpCZz7Fgdx05LZNRq+1m3wAMCN5GdmUNtTe1Z50nem4TKzo6M9Cxqqo+inKNYrEqlYuK0Dw529naoVCrs7e2mbwVv8MfHx4ftO+NwcXHBzdWV/r5+UlKT6e7qwcFBvaKfxcx57ewI3xyGUqWac7QobnssWZk5eHl54uToiEpl3YncGo0WL08vkSQtQtx6E9aNoqIivv7tq6wdxiwnTrQRPs+k3JzsXBydnFDb2581STY7K9emJoKesmvXDgAy07MWnYcUGxtNRXklbW3tBARsor6+gbbWdhwdHed9bePj47PmUVSUVxIbF0NjYxNtJ9rw9fMl4bTnOjvPnnNhb2fH1NQUarVp/jBa05m3vSwtIHATNdU1REUvvoo0Ni6aqSkNleVVeHl7sTt+9m3jDRv82bBA3z0HBzX79qcyPDwyb1X90bFP5iVlZ+agN+ixt7cnKXnPWfuq7FR4nbzVFhRi2tuwCoUCrUY7Z5wqlYrUtL3k5RaQlJxo9YKhHe0d7Nix06oxrAZiRElYN5qbm3Bytq3Jih1zTFg9RaVSsXPndlQnP53q9XoAsjKyiU/YbVRTX2tRKJUY9IvPv4jbHouzszOdHZ1otVr2H0hDoZj7021bazv9fQOkH8lkfHx69EClUuLm5kpHeyebAjYtWhU6YU88Wq2OkeERWlpOUFJcuuTXZitcXJzJzy2wagwbN20i/UimUfuq1fbEbo/Bz9933jk8i3Fzc6WstHzObT4+3gBkZeaQkraXffvT5kySznSipXXB75cjLPzsyv2n32IPCw9leHh4xedZqV/8/Hm+8Y1vWDsMmydGlIR1Q2ewrVtVwIJ/MHS66cRoa8QW8nLycXF1wc7OftHO4dZ2qgGuQmnc5zAPD3fwcGfDxg001DcSHRN91j4TE5MMDAwQGxdDYFAAVRVVxMTF4HqyKJ4xLSBOcXGZno/i6uaKTmf8Ki1bEx0TTVlpOUODQ7h7mL/H2lyGBocIN6Kdz+mWmySdkpq2l7bWdgICN816PDAokNKSsiXfXk9KTiQnKxdHJ0ccHR0JCg7iaE0tagc1AQGb6GjvxN3DffrfqZHs1fYMD48wMTFB3bE63D3cCQ0Noae3l57uXjZs3IBabU9xcSm7d+9cUrymIssyDfVNK74e64H4CQnrwvj4OBs2zj+0by2xcTFkZmQjSRJOTk5s3hKOm5srExMTs0ZWkvbuYXBwaElv1tYiG2S8T366XyqNVktDfSPe3p5s2LgBnU5HYUERUdFRxJ62QnBkdIy643VMjE8s6zyNDc3IsuGsP7arib293cwtyry8Ajb4+xMSGmzRGMbGxoi2cAFXgPr6Bk6caCV57ycjRi4uzuw8eet3KRQKBXvPSLQjo7ah1+sxGAwEBgXMrMqbz/j4BCXFpWzZuhlnZ+eZUa89SQmzPti4uLoQFhY68721kiQASZKIT9xFd3e3zbTDsVWStar6JiQkyIWFhVY5t7D+5ObmMqkdITll8aF4a9Lp9LQ0txAcEnTWJ7264/Vs2brZSpEZr6qqhpgV/vHU6/U0NjQCkslfs06no+54PZFnTERe7U7Ne7GknKzcs5IMS8nMyCY1ba/FJiIPDAzi6ekx57aMI5nsO5BG64k2mpub2bDBn9CwUJupuj2f+rpGyoqqufrqq60ditVJklQky/KcFTfFHCVhXSgqKiIm7uxbOrZGpVISvjlszuFwpY0PkRcVFpOXWzDnqqSlUiqVBAQGmiUxzMvJXzRJGh0do7rqqMnPbS79ff1si4ygpvoo6Ucyqa09RkF+odkbEbu5uzFwcqm9paXtS0FjwcKh4+NjjAyPIBtmDy7IsoyPr8/M6BNIGGSZ4SHrz0FaTPjmUAqKcqmpqbF2KDbNtt95BcFEjtcdX7T1ga3r6+llfHQMP39ffP18rR3OWaamNASHBBlVS8kYjo7GNT9dqqSThRK9vT2RZWZuHfX19lFVVYODgwN7khIICw+loaFp3lWJtsTL24vJiUmioiM5cyyvrLScHUY2gs5Iz0KpUBAUHEhQcNCC+46OjtHfP8DAwKDVVt9Zcnl9QEAABoOBnJy8WXPiigqLSUj8ZKWlLZUgWYwkSfzoyUe58frbeO7Z542qfL4eiURJWBf0NjiRe6lOX/aumdIwNj5OU0MTYZvDbGLuUkpqMulHMk2WKJmLXq8nNDQEFxdn2to6mJiYYGx0nLq6+llVoB0dHQgPDyUzPQuDLJOSmmzTE18dzkgsDQYD2Vm5hIWFTq8ES01e8DaVRqMlJTUZpVLJ5MQkFeWVM/Pm5lJcVDLr52UNU1NTFm27oVBM1+Wqr2vA1c2V+rp6o1bW2TJJkrjvge/z+uuvc9NNN1k7HJtku7/1gmAinZ2dbIvcau0wTMpebY+92h7P+J0MDQ1PF1k82bLB1dWFuO2xFomjIK8QhVKJvdp+We1YLGlqagpJUnD06DGCggKprKxGqVSSnZnDlq1bZk0MPp2fvx9dnV1opjR0d/Xg5u66Kj55V5ZXzYz0BARuWrTtjb293cw+Do4OM/+G8nLy2bFrO7JBprunl8DATVSWV1k9SWpuarH45HWYLkPg4+NNc3OL1esgmUpnRxc7d+60dhg2SyRKwpr33//+l4svudDaYZiNu7vbrNGmgvwii5x3akqDQTaQeLLjeGNDE/us1Ox2ITqdjo72TiRJwtfPB71ej1KhMPp2kaubKw6ODrS0nCAyahtZJ/t02brTCzDCdJXsrMxslMrpulyuri5ERGylpeUEQcFBjI6MEDvHPL6kvXvo7u7G0cGRkJAgJicn2bHLuFt55jQwMGCVROkUVxfXxXdaJdzc3PjnBx+RkpIiqnTPQax6E9a8O++6kx89dcjaYVhEWWk5sXExZl9tMzo6xsDAABs2+NtM4cuK8iqGBgeRFAoMBsP0su+UJEpLy9FqNGzbFoHHPKuWlmJ8bJzR0THq6uqXVL/Jktpa22lv71i0evvo6BguLs4zP6/VpvboMcbGxs6q9G0JWq2W48fqGB4eJnlvksXPb2rVVTX89OnneOnFl1fFiKmpLbTqTYwoCWueVjdl7RAsxs7OzmRJkizLdHV1z9laoqqy2uJL0Y2RtHfPrMQtP6+Q2LgYnJwcTXYOJ2cnnJyd8PP3JS+3AF8/H8LnqMRsLadamxhTI+pU8c3VmCQB06siZeu0c7GzsyM6JormphaLntdcomOi+PHTj3LzLTfx1Wu+xgUXXGDtkGzG6vztEAQjtba2sn2HZebrWFtleeWKiv/pdDqGBofo7OxCp9ORnZWDp6cHuTl5s/YzGAwMDQ6tNFyTi9sew+Tk5KzH9iQlmDRJOlNSciJ+fn4M2tDP41QPvUwzlwawBUqlEqVKSdq+FI4fq7NKDKc3913tfH19eOlXv+C/R/5NUZFlbuGvBiJREta0jz76iE9deL61w7CIoaGRZT83LycflUqFg6MDGzb4o9XqSE1LQa1Ws2v3LsrLKoHp+U9arZZzzz/AxMQEk5OTpB/JpKbaNmoOtZ5op7W1zaLndHFxprqqZs5u8dbg4elB3PZY0vanUpBfSE52LqOjY4s/cZULCNzE2Ni4xc/b1Nhs8XOa28M/uJ8nnniCwcFBa4diE0SiJKxpJaXFNtm6xNRqqmvZk3T27fWmxmYqyivnfV5nRxfpRzIJDpmeFKtWq4HZNYzUanuCggMpKy0ncU88arUaOzs7CguKmJqcIjomCoPBQHd3j4lf1dJFRW+jsaHJ4udNSU3GYDCQmWFboziJexLYm5LM+NjYWSODa42TkxNHa44ysEi7EVPS6/VrrsL7KXfdeyu33X6rzXwAsCaRKAlrmt6wepueLoWkADv76bk5/X39AGRn5RIaFoK3jzfZWblMTkzflso4kkl1VQ0Z6Vl4eXmy/0AaGzdtWPD4np4eZxUt3Lc/DXcPd45WHyUmNho/GyiCeaLlBDuNLK5oaiqVipjYGI4ePWaV8y/Ez9+P5L1JpB/JtHYoZhWfsJuqyiqLna+jvRNvby+Lnc+Sdu7azgMP38P1N3yX3//+99YOx6pEoiSsWS0tLezabf1lzObQeqINg/6TT3qRkdv433+PkJmRzeDgEN1d3TMrsjZt2jj9tQTlZRWk7kshOiaKfftTsVfbrzgWFxupeJ6XW4CXtzeubtZbtu3p6cHUpG0uHpiamlrzq5lKikvZHb/bYudrb++w2Lkspb2tg8cefYLKiiqCQ4J47sWfMaUb5f3337d2aFazdmahCcIZjhw5wrnnnWPtMExuZHiE/v5+uru72b5jOyqVkuPH6jjnvAPA9O2AEy0nznqeg4MD23fEmTSWzo6uRVtdWEJBfhH+/n44O1uuSvN8wjeH0dvbh4+Pt7VDmaWxoYnd8TutHYbZDA0NExQUZNbJ+2cKDw8l/UgmarWamNjomVWEq5Ver+fxR57i2Wd/wZtvvsnfP/gn5553gIaGJoY8LD//y1aIRElYs0pKirny6s9aO4wV0+v1DA0No1arKS0pIyBg00zCU3v0ONsit9Ld3cPWiC3A9Eqg0LBQi8TW29dHbKx1mg2PjIxib2+PWm2Pr58voVYsPng6V1cXNFO2M6rU3dVNbe0x9u03vpK2TqujrKwcX19fJiYmGB4eWbQmkzVpNBo6OjqJjIyw6Hl9fH1mKpRnZmSRkrp3VZVaeP+9v2OnUnHOuftRqpQ8/uiT3H77Hbi4uHD99ddTU1NDT08P99/7EI6OlktAbY1IlIQ1S6vXWDuEFZu+neTF1q2bKS+rIG57LG4nby1lpmeRdrIS9s5dOyweW2VF9ZyVnC2ho70Dg8GAr58vHe2dBARstEoc86k9eowUG2iOOjU5RV9f/5KSJIC8vPxZ1ccrK6opK61gx07TjkiaQmZ6FqHhoRZPks6Uti+VjPQsm6xOP59Pf+ZiLjzv0xytqqevr5ebbrqZ0NDQme1RUVFERS2/5MhaIRIlYU3q7u4mMsq6b5wrUVpShl5vmFXU8czbZmn7U8nKzCE1bS9qtT0TE5OzVquZW39/P9mZOSBJxCfswqA34Gih2x4bN00nRrVHj7HNyn8g57Jh00aO1hyz+r/BlpYTREVHLvl58QmzR49OJcRDg0O420AD5lO6OruJ2xF3ssFxO329fUxOTmEwGEhMjEepMm+F+tPJskzUKlsBd+TjDBzUjtx7772idckCRKIkrEkfffQR519wrrXDWDadTo+9/eKtQVLT9tJQ34RWq7F4wnB6U9Th4WF6e/pQO6gJCFi8IvRK5ecWMDg4SMKeOTsOWF14eCiTE5P0dPfi6+djtTgcnRzJSM9CrVajtrdfsEdbYUERExOTyLI8Z8PburoGtmwJN2e4S9LScgJvby+cnafnBQUEbJr1b6++vpGhwUG2bN0yMwprTsVFJcQnWG4iuSn897//IyUllampKRwcLPcha7URvd6ENenGG2/gp889ae0wVmRsdIy2tg4itm2xdihGM2criYnxCYqLSlCqlERFRzE4MGjVpqjG6O3pw8fXspO6i4tLUdurcXVzoaenl/jT+qC1tLQSHBxIbU0tkkJBxLatAExMTGAwyCiVinn/YNbXN7B58yeJ0tDQMO7ubuZ9MXPQ6/Tk5OQRHR2JlxFL8zUaDQX5Rezdm4RCaZ75Q3XH69mwwd9mVoAuRWlJOSUFlXzve9+zdihWJXq9CevKxMQEPn6rv7ZJWVmFzTZdnU/4ZtP1PMvJzsXeXs3k5CSpaXspKiyemfejUCgoKy23+USppaUFtYMaVwv9AT1We5wdO+Jm+v0Fn7YicXJyCns7FdmZuaSkJVNTXTuz7XhtHdsXmX80NDhMXV09XR1deHl7oXZQWyVRysnOJTklCZXKuD9f9vb2pKbtJS+3wGz9Cdvb2wkKDmRqaoqOjk78/f0teht8IY2NTXS0d5CSupfm5hMMDQ4yPjbOwOAg//rHfwgODF33SdJiRKIkrDkZGRl8+rJLrR3GiiXuSWBycnJVDYnrtFq0Wh12K+h/NTw8grOzE0qFkviE6dGQwcGhmYnrpxhza9LaXF1dV/SzWCo/P995myJLksTY2Dgpackn9/WhqbEZNzdXRkZHFz32qdICW7ZsnnksM2O6aGl0jOUm9UdFR1J3vH7JFbGTkhMpLCwmLi4WtQnqh53Ozs6e4eERfH19CA0NYWpq6qwROFMpKylHp9czOTkxa8L96bKzcvH19cHH14fg4CDCwqbLGMTH7yIkJAiDwcAVn7uaDz/4u5ibZITVs45REIyUnZ1NzAqaw9qK/v7+VZUkwfTk2oGBgWU/X6PR0N3VTXtbB7HbY2Ye95hjAnHy3iQyjthWy5Az9fcPWPQaVlXVzLtNrbZn82lzjLx9vAkNC0GSJAICA5Z1vrR9qQSHhFBTPf95Ta2trWPZbUMSEnZTVWH6yt17U5Lw9f1kLpparcbXxweNxrQrb/v7+tkWtY34hF0kJCZQWVl91j4Gg4GU1GS2RmzB09NjJnHefyAN55N1nhQKBV/6yhc57/zzuOOO26mrs05D4dVCJErCmtPT27XqO3oframd6bu2miQmJVB3vH7R/fr7B+bsIWVvb09IaDBBwYGUl1UsepzwLaa71WcO8Qm7qK9vNNnxBvoHaG5qIT+vkL6TrWpO6evrX1atG08vzxXVoJqanCQ4JJjJycllH2MpYuOi0Wq1y37+jl3bLRKrm7sbJ1paqZojmVmumuqjODhMvy+o1fbExkZTUV7F4Gn97cpKy4061lVXXcFbb7/O408d4ic/e4qbbv4e7777rsliXUtEoiSsKcPDwwQGmX/Vlblt2rRxzlEUW1dZWT1rXpVGo6G5qYXWE21kZeZQWlJGaUkZBoOenOy5m7T29fWTmZ7F7tMmIc/Hy8uT3Jx8rLUoZTEqlQpfH28aTdRhvqu7h5DQYPYkJeDo6EDt0WNUVlRRWFCESqWySuVtOzs7KiuqUUgKsjJyzH9CmRUVdVQqlfT09FJcVGLCoOa2eUs4/f2fjLDWHa9nfHxi1j45WXnU1s7fH7C9vQOtVktuTj57U86esxi3PQaDQSYzI5v0I5mEG3m7T1JIeHi6o1Ao+NkvnuYnzz7Bv/79D8bH128F7vmIVW/CmvKf//wHV08HmyyMt1RdXd34+/tZO4wlKSgoQqvRotVqUCgUJCTGLzjKUVhYjMR0M9OiwmKCgoOW1Vy3v38AZ2cnmx2FO1Z7nPDNYUZPQJ5Pbk4eyXuTTBSVeZxeCNUcsjKz552bs1QN9Y2MjIya/f2iqKAYvcHAnqTpRVWn6p/p9Xq6OrsZHh6e83aiVqOlta2NDRv8LVIZu6qymq62AS69dPXP8VyqhVa9iRElYU0pKCggKnp1FX2bi06no7HBdLdsLCUxMZ6U1GTS9qUSEhKy6Jt7QsJuxsbGqSivJD5h97KSJJiew9Tc1LKs51pCxLat5OUWrPg4sbEx9Pb2mSAi80nck0BmRjYjwyMmP7ZOqyMh0XStVMI3h7FjZxxNjc3k5RaQnZlDU2Mz3d09lBSXkpGeZZJ/VxGREYwMj8z8TPYkJZCRnkXriTY2BWxkW2QEVZU1FBeVznpeQUERYWGhFmsfMjExOect8fVOJErCmtLR2Y69vWlXtFiDUqlEr9dbO4xlUyqVGAwGhoaGF913/4E04rbHruh8CoViRZPILSE1bS+Z6dlnPa7X68nOyqXIiFtBOr2e0dExc4RnMmoHNWn7UqipqWV4ePHrvxQVFVVmGTUMDQshKTmRlLS9hIaF4Ofny67dO9m3PxX/Df5kZ+WimVrexGyDwUB3Vzfnf+pcyk7Ou7Ozs2Pf/tSZ8haSJBETG4W7uxtarZbhoWHycgssXh4kMyMLX9/lfVhZy0SiJKwtkm3OVVmK1hNtHKs9brLbC9YSGhZCRXmlxRI+FxcXujq7LXKu5Urbn0JBfiEZ6ZkMDw2j1xvIyc4jJTWZ+Phd9Pb0kZmeRUZ6JhNnzGUBaGlusZnmv4vZk5SAm5sb2Vm5Jjvm6IjpR6kW4+CgJiU1mcnJSbIyss+aYzSfuroGMtOzKSwonlltmJScSFbm/PO4Nm8Jp7yskubmFrPVfFrIrbffxB/f+T3t7e0WP7ctE3OUhDWjv7+f3/7+N1z/ve9aO5QVKSosmakftBZkZmSzfUecRdpIjIyMcqLlBNGroDzE2OgYSBLOzk5zbq+sqCI2LmbWY7W1x9l2spr2atHX24+zi/PMai1jNTY009nZiSzLODs7ExkZQVtbu0mLmi7H8PAI5WUVbN26Bf8Nc88hrCivJCo6cs45afX1jWxe5DXo9fp562GZm0aj4dvfuJ4D+87hxhtvslocliYqcwvrwocffsinLrzA2mGsmFZr2tor1pa2L4XRkVE6O7vYsMHfbOfp7uqmtvb4qkiSgJmaNvMZHBxidHSM0pJSQCJxTzxbt26mv38ALy9Pi8RoCt4+XtQdb2DLVuOLLxoMBvz9fQkLD5l5rLu7h5HhEQwGw4pWva2Um5vrTJueluYTtLa2zSQ2EtP99Xbu2jGz/+TkJMVFpfj4eBMUHER4eOii57BmcmJvb8/v3voNR2tq+dJVV+Dm5o5Wq+WF51/Ezc3yldhtgUiUhDVBlmXSM/7HlVd/1tqhrIgsy2g0y68RY6vaOzqJiDBvzzoPTw88PDyoPXqMPXsSVn0tLVmWmZqcIm3f9Aqygf4B7OztV1WSdMpS5irJBpmc7Nyzbj37+fkue7K/uQSHBBEcEjTvdoPBQH//wKprRQQQGbWNN//4GgD/+Pu/yMnJ4aKLLrJuUFYi5igJa8J7773HN751jbXDWLGM9Kw5O7evdlu3biYjPYvS4jKzncPe3p647TGkpCYvWJdmtQgKCsTb55OehZ5enrgsMgplq3bH76TSyIrYJSWlq35+3iklxaVs2rTR2mGsmGZKg6fn6kvQTUUkSsKqp9PpeO/9d0nYY7plw9YSELBpRVWHbZUkSezbn8ro6CiDJ5tymkt2Vi6bNtle0dH+/gGyMrPJy8mfd+WaXq8nNyeP/PzCBUcqViOdzrhJ/bbSTNYUppa5Us7W/PejI/j4+Cy+4xolEiVh1Xvp5Ze4+747rB2GUfR6PaMLNCDdvCWc6gX6dbU0nyA7K5cGE7bFsKS0/am4urpSWFhsluO3traRkpqMp5eHWY6/EvV1DaSmpZC0dw+Ojo5kn7b6qbysgtKSMpRKJcl7k9izJ8Gq83BMraX5BDt3bTdq3+GhEYoLzV8129z0ej16/eqvSdTX20/AxiDCw03f4He1WN038YV1r7W1le7eDkLDQhbf2cQy07Pw8/cj4rRVSN1dPXj7eM05GTMvJ5+AwACamppnJoOebnR0jNLiUkbHxhgbG0ev1yNJElHRkSiVSjo6OpAkxcx8hxMtrQQFB5rvBZqJUqnE19eHivJKQkKDTTpBNDAwgKKiEjb4+xMQaFujSqeXSVAqFSSnJJGZkc2mTRuIjolacdVuWzU5MYlWZ/woadLePRZpL2JuHR2dODiomRifwNHJMgUjzcHdw43jdbXWDsOq1uZvprBu3HDj9Tz48L0nb7dsNCphGh0do6KsAhmMmmQ5OTFJTfVRgkODUamUHD9Wj0qlIm1/KpOTU9Qdr6enpweDQcbe3h4HRzVubm4YDAYmJiZRKCSqKqtJ2ruH48friNseQ3ZWLjqdDi8vT2LjYtDr9VRXVi/Y+qGyompWgtXd3b0qEyWAqOhIAAryC0ncM+eK3GWLj9/F5OQUubn5REZus4meeePjE2zfMbtNhkKhmDNhXgumpjQUFhRhMBiwU6lITjGu7UpVVQ2T4xOzPnysVoGBAQQGBjAwMEhzc8ucLUpWA5VKhUarpaCggMREy9d2sgWijpKwah05coTegQ4+fdklAORk5+Lq5kZsbPS8zynMLyIoJAh/fz8MBgNlpeXs2r0TmF5lJEkSMP0H3N7enpHhEZxdXNi1e3q57+DAIB6eHrOO2djYjIODmo0bNwDQ19tHU1Mzjo6OjI2NERISgp//9GodrVZLd3cPAQGfjHaUFJexYYM/GzdtWPD1ntnnq7qqZtUshZ9L64k2Ojs7TdqS4kxtbe00NTbj5OQ4c52tpaS41OoxWFJPdw++S1il1tbaTmtrm9kLLf7osae4/8F7zHqOM/X19ePt7bX4jjZKlmUefuAR4mJ28vWvf8Pa4ZjFQnWURKIkrEqVlZU8+9zPeO6Fn856fGpKw9Hqo/j4ejM+PklnZydKpRJnJyc8vTxnTZDNzytkamoKT08PRkZG0Wq1ODk6Erc9lrLScvZYoTLuQnp7eunq6iZi21bs7OyA6eaaScmJq+q2TVVlNaOjY+zavcOi7WZKS8pm1bexpImJCezs7FbVdVqqyvIq3nnnL4yNjiNJEhPj41z55S9y4Jx98z4nJzuPzVvCqTteT0Libov8e7j8M1dw/feuJSBgEwqFgm2RW81+3pGRUVxdXcx6DnNramrmyH9yuP76660dilmIgpPCmvPzZ3/GL1/66VmPq9X27Dht0ujWiM3zHsPOToVerzur+rFOp2O3DVbG9vH1wcfXh8yMrJnaOqlpe8lIz8LT0+Os12FLRkZGqK09jl6nIyQkmJgFRv3MRavTmb3o5XwcHR1nOsavNXk5Bbzx2u+57DOf5fFHn5hJBmVZ5vrrr2fbtgg2bJz7Z24wGHB3d7dYnaGhoWFSktMY6hvD3XmKyclJPnj/WQ4+cLfZzlleVmnTv5vGysvJZ/fu3dYOwypEoiSsOq+++irf+PbKaybNdxvE1j/1GwyzR4H37U/FoDfQ0nyCvv5+dllp1GQhnR1duLm6EbHNvEUnF5KYGE/6kUyrJEpwqilu1oLz0FaTEy2tPPmjn3D5Zz/Pr155dea29SmSJGFAN2ebj4GBwel5e8mJM6OjltBQ18C+ffs477zzgOlE7YMP/zazfWRklKLCYs45d7/Jzuni6kxfXx++vqtzeX13VzeVldWMDE6u2zlKa2f9qbAuNDY2Un20gsQ1UDNpueZaJaZQKggOCTJrfaKVcHJ2wsvb+gXrkpITKS0pw2CYvWy7p7uXEQs0XHVydmJ83Dav0VJ88P4/+P1v/8RLLx7msssuOytJOkUhSWdty8zIxt3djbR9KRZNkgBCwkL4+c9/zquvvsrU1BQKhYKE+CTKyyppamzm/rsP8fG/MxkZnr+Ex1KFh4dhMBhWRcX9rq5uXnjuZWSDzNGaY/zlT+9yxee/Ql/XMDfeeKO1w7MakSgJq4Isy7z//vsc/tWLPPLYQ9YOx2qGhoaRZQM11Ufn3O7j7T1rGbotaGxooq+3Dx8fb2uHglqtZueuHXR1dZOZkc3g4BAAMjJlJeVmP//Y2DhOTnM3wV0tfv7T51ArnTn08KFFR1+v/srXuPvOg/T19c885uXlabUaUV5enrz25mHSztnDs88+C8C3v/1tXnnxNzx66Mc8/PAhevt6GZ8wbTLr7+9HQX6BSY9pDo8+/CPOPfApHrzvURqOnSAqYjtv/u4tvva1r62pul5LZdv3GIR1S6fTMTIyQnV1Ne+++y5Ha49y3Q3f4tCjD1g7NKuqrKgiNW0vOp1u1iq9U7ZFRVBYUExCou3MJThxotXm2rJs3LiBjRs3MDg4RGVFNVNTUxZZvu3osLqrTr/9hz+zPWY3l156qVH7n3POOSQkJPDaa69x7HgtBlmHj48PRYUluLu74erqiqurK84uzmzY4I+nlwe9PX38/cN/Mjk5iYODAxs3bSRtX8qSKnZrNBqGBofmXHXn5ORISGgw7R1twPQtwsOHX0GWZa697lp+9OQh3M1QUiI1LYXsrFyioyPPWjlrCwwGAx4eXuzatYtdu2xvjqY1iURJsDnFxcU885On2B2/k7jtsTz8w3tpbmphy9b5J2avFwaDgaHBIVpOnMDHx2emJMEpWq2WiYkJK0U3t5DQYDQajUVXuBnLw8MdDw93mpta8FlkDoksy7S2thEUtLzaVT09vYuWgLBlhQXFDPaN8vVrjEuSTnFxceHmm2+e+X50dJSxsbFZ/+/pGCQvq5iWlhbCwsL49KWX4+TkhFarpb29nZ888RzbosO58qovGnVOhUJBTnYe2yIjeP9vHzI4OMQFnzqPc877ZO6R3qCb+Vqr1XLw4H3cduf3TJ4kFeYXodFqUSoVyGCWJMwU/u9fH3HlFVdaOwybJBIlweb84JEf8NrvDuN0WjVbkSRN8/X1pby8gn3708hIzzorURodGSUpeY+Voptb24k2QkKCrR0G2Vm5xMXF4Ormeta2psZmAoMC5qyofkpebj7h4WHk5xWg1WqJ2x6H22nH0ul0aDQa+voGCAoKmPXc6qoaXF1dV2WB0OHhEX7+k+fw9fbnjjvuXPHxXFxccHFxwd/fuEn1fn5+7Ny5k8cee4zR0TGjGgP/5U/vUl5WwQ8f+TG/+fVr7N69m299+1tsjdhMQOD0tfHx8eK2229Fb9AxOjLKo48/PFPvzJS8fbwJCw81+XFNbWRkhMgtHtYOwyaJREmwOUFBgfz7//7D5Z+7zNqh2JzIqAgioyIACAsLPWu7p5fnybYYGwnfHGa2ODLSM3F2dsHV1YWOjk4A/Px8CQsPQ63+ZOSosqIKB0frt29ob+sgNjaa48fr2b4jlpLiMiYnJ4iLi8XD0wMHBzWNDU2Ebw6bcy5GeVnFTLFPP//pVVx6vZ7MjGw8PT0YHRsjKWm6npWTkxOlJWUMD48gMX1rJ3lvEiq71fd2+4ffv82Jpg6+f+e9eHlZr2DiwMAAx47XMjExYVSiNDWl4a9/fp+jR49y/PhxFAoFd915F7ffcjfv/PX3ANx7//fNHTYwXfTUlhOl8fEJ7rjlHpL2JLNt2+qsHm5uouCkYHMMBgNPP/00ick7SFmDdWeWQ6fVMTQ0hPdpE6IH+gfw9Jp7JVnGkUz2nZwXpNXqKC8rx87O7qw2Gsuh1+vR6XSo1WqGh4dnrcLT6XRUVlTNFHasrKiyeg0Zg8HA6Mgobu7TcRYWFLNz53ZUdiqmpqbo6uoh+ORIT0F+EYl74hkcGKK29hjubq5ERkfS0nxiVrFSY2m1WooKi2dVVLd1ep2etrZ2SkvL+fC9f/L6a29YOyRuv/02HnzkXqOSJID0I5kcfvE3TE5MUFlVRVNjEwAvv/wyuxJi2L7T+N+D/r4BPL085l3Zt5jGhiabTpTe/9uH+HkHcODAAWuHYlULFZxcv9PYBZulUCi44YYbKCwsZnR0jPQjmfzq8G8YGTb/8m1b1dnZSWdnF729fTOPVVZWz7t/dEwUxUWlZKRnMTIyQnzCbmRZJi93ZStvCvKLyM7KQa1WA2eXKlCpVIRvDptpajo+bv35UlmZ2bOaksbERs2M7qjV6pkkCWD7jjj6evtxc3clKTmRyOhISkrKaD3Ruqxz5+cVLjlJmpycWta5TKGnu4cbr7uN8uKjRG6JtYkkCeBTn7qQ1159A62RS+z3H0jj8ScPIUsGHnrwk1Wy1113HS+98KpRxzAYDBy85yF+9dIb3Hj9bcuKG6ZHlGyRwWDgztvupbW5i6Sk1ZPIW4MYURJs1oMPPcjU1BRXXnElPj4+XHnlFfwv6/8sXnvFFoyMjFJaUookfdJIVavRMj4xgbv72XWV5lNYUISzszM9Pb34+vkQFRVp9HPbWtvx3+BnVEFOg0EmP6+AxMR4lKr55/1YQmZGttWazx6tqV3Sarqurm6am1pISNxt8eXYnR1dPPWjn/Hznz9rkxPvjx07xutvvM7Q0CAqlQKVnQrNlAZZllAoFBgMehydHPjaN65ma8QWfvv67wncGMoll1wy6ziHDx8mMnYz23fE0t83AEyXh3B0cOQff/8X7h7uaDUa/vN/H3P/wQfZvHkzpaWl/OP/PuCOu25ZUsx6vZ6c7Dzs7OyIjYvB2dk2SkP09w1w8J6H+fznvoAkSeTl5fLww4dwWOWrMldC9HoT1oS77rqTx586BEz3OHv793/FwcGByJgtfPPbX1v20PhqkJeTT3zibmqPHiM0LJSqymq0Wg2pactPANKPZLJr1w7KSstxcnIiJi561m2o0xkMBurrG9m6iibV93T34OHpQWlJGYl75nz/M6tTI1NLTewL8grZErEFTwsuIR8eHuHg3Q/z0osvr+oPIhqNhjfffJPcvGxCQ8I4ePD+s/aRZZm//OUv1NTU4OjoyMaNG5EkiZGREQ4cODBdUdxgIDJy9oeI+w7ex0OP3LPghP+F5OUWmL3hr7HeeO1NcrLyOXBuGnb2diQn7+HN19/h4YcftnZoViMSJWFNeO2110jcu4PNW8L5wUOP8eD9h3BxcSE/P59XfnWYuB3R9PT0csedt+BkI5/cTEGn03Pkf+moVCqSkvdQWFBklhGS8fEJnJwcGR4eoay0nA0b/PHf4I+TkyP5eYUW68dlCgUFRcTERKHX65FlZq1OsxSNRkt+bj4eS+jDNzExQVVlNaGhIYuWKzAVjUbLLd+7gxeefwlnZ+PmAK1HX7n6y7xw+Nkl1XM6U0Z6Jvv221ZNMYPBwDNP/pzzz72Q1NS10V5nOURTXGFNuOaaa3jqqSfp7ulmT2ISLi7T3bj37NnDnj176OrqQqfTcdft9/HiK7+wcrSmk5Ody/kXnEtzUzMODuqzSgKYyqlyDG5uruzbnzo9pyknn+iYKIsmSQ31TbS3teG/0Z+tW5feG25qcgqlQmH1Ctj29nak7U+lu7uHyckpHBym53Xl5xYQvjlsViLU3z/AxPgEfv6+JCTGMzQ0TEN9AwMDgzNzlszVUPfe79/PU08+I5KkRbi6uqLTamGZiVJ5WQUbN240cVQr19fbj5uL57pOkhYjEiVh1bCzs+OBBx6cd/upuiwb/DfNWbV6tTpVXfjEiTZCQkPw9vFmZGQUV1cXs55XkiS0Ot3MajFLaGxowl49nWBkZ+WelShpNBokSVrw9lBeXoFNVQL38/OlIK+QTYGbGOgfIDQshGPH6mYlStVVNbNGCd3d3WbNPTvVamUl+vsHmJyYZFPAJ3+s//zOu1z95a8ZXdNoPXv6qWd47MeP8MPHDy35ubbcDNnD053q6iprh2HTRKIkrDnDI0NrJkkCGBwYpP+0UgBajRY3H/PeStLr9RQXlZptFGM+p7c7SUlNJi+3gMQ9CSgU09czP68Q2WDA08uTiIitKJSKmcnl/f0D1Nc1EB5uvvpRyxW7PQatRktAwCYAao8eQ6/Xo1QqGRsdW/RWqqurC+lHMlFICnbsjJuzaOZcDAYDf/vr+3z8UQbxuxMYGxujobEOL29PtkZsobqilmu+/I0Vv7714Pnnn+fr3/jqkp9ni7fbTldRXkVRcdGa+nBpaosmSpIk/Rr4DNAty3LsHNvdgd8BwSeP94wsy78xdaCCYCyFcm39sifuiaenu5eYmCgA+vr68PUz3/wVg8FAUUExe6ww8TQ0NGTWKrWk5ESyMnNmEjaDwTCTSGWkZxEYGEBPTy+RkRF0dHSyZetmo2vtWJKjoyOOpxXe3Hcgjfb2dgx6maam5kUTJaVSOfO6W1pOUFlRjaubCwqFguiT/y7O1N7WwSMPP86tt9zOV7709VnbNBoNjY2NIkkyklarZWC4l60R8y9mGBocmrM9iTULdZ5pYmKCO2+9F1dXV/Ykx/P5L17OE48/Q2FBkUiSFmDMiNJrwC+B+Qpq3ARUy7J8mSRJvkCtJElvyrKsMVGMgmC0w4cPc+WXPm/tMExKqVSyYaM/I8MjlJaWmf3T6cTEBAqldUqsBYcE4efvR0FeIXq9nuSUJOxUn9xm8zmt4Oa+k7cywsJDST+Sydatm/H09KC9rWPW7SVbtWnT9OhS4BntThYTHBxEcPB08cvBwSHSj2SyadMmFAppphr7n97+C/XHWvjVK7+e8zalvb29qMK8BJIkoZLsuev2gziqHRmfGENGRoESGT2trW2Mj03y1w/+iN0ZFdhVKttYRajRaHjk4ce57tob2Lt3L8899xxXf+mbXHD+p0SStAijVr1JkhQKfDDPiNJBIIjphCkU+DcQIcuyYaFjilVvgqnJsswXr/gCv3/7NWuHYhbG9rlaiarKajQaLQ6O6iXVWDKHEy2tBAUHzowoaaY05OUVzCRI86koryRu+1lvVWtee1sHbm6uPPXET7nkos9w7rnnWjukdWN8fJy+vj5+9MRj/PTZJ6msqOZXL79OV1cnwSEBPPWTH1s8pvKySmqP1vLfj47g7OQMSDz4wENs2LB6GzObk7lXvf0SeA9oB1yBqxZLkgTBHNra2jjvgrVXhl+v1zMxMcn4mHkTpeHhEXz9fPHzM31j0KXoaO+kvb2DjZum39BT0/bS3t7ByPDookkSgLu7bXZnN7dNARu59ts3cuMNN7N3r2j9Y0lOTk44OTlxx213cfcdD9Dc0szbf3gHR0dHvvkty97e1Gg03HLjXVzxhSuJidzJhed/WkzWXyFTjChdAaQCdwKbmR5R2iHL8vAc+14HXAcQHBwc39zcvKLgBeF0B+8/yHev/zoBgZusHYpJZWflEhC4iZCQYLOeJyc7j70plm9l0NDQRGdHJ84uzkxNTuHs4jwzH2s5MtOziI2LwcOCBRttwaEHf8hXr/4GcXEr7+cnmM4HH3zAh39/n6S9iSQk7mZwcIiExN0mObbBYOA///dfgoIDiYqeHgGuLK+iv2eUCy+80CTnWC9WXHBykUTpQ+AJWZYzTn7/X+A+WZbzFzqmuPUmmMro6CgHD97Hl67+Aol74mce7+8b4Nevvo5Op+Xue+9cdkVda9JqtYyOjpm9SnNWZvaKqnyvhDkqFg8PD9Pb0zczZ2et++nTz3L+uReJnl02LDc3l4yMDOoaarnrnjtmVcB/9ZXXyM8r5OVf/RKD3gASC7aw+eEPfoxeO71K7XOf+zyZmRlUVVfy9M9+xMTEJH/70z+46aabLPGy1gxz33prAc4HMiRJ8ge2AQ0mOK4gGOWhhx/ioUfuPavez73ff5DoqBg+d+VlqzJJ0uv15OUWmL1PWUZ6llG3tFZCq9VhZ6fixIlWmptaZr2mqakpampq8ffzxcvbNCuE3NzccHZ2Jv1IJh7u7mzfGUdDQ6NNlg5YqX//33+J2hYnkiQbl5ycTFJSEh9//DHf/tr1/POj91Cd7IPo5eVJcWEpN11/JyHBIWg0GlDoePDQQWC6KKS7hxsqlYo/v/Mun77ks6SkfPI7lJSUxODgIM889TQjoyN89ZqvWeU1rlXGlAd4CzgH8JEkqRU4BNgByLL8EvBD4DVJkioACbhXluVes0UsCGdwc3Obc9WGn68fLa1NbFlF/clOOVZ7nFEj6uuYgiXaGFVVVmGQZXbv3klQUCCZGdkgy6Sk7Z1Z9l53vB47e3uTFdI8fUl9b28fant7srNySdwTj1KpmqnNtJp1d/WQm1nA44//yNqhCEaQJInzzjuPP/7xDzNJEoBKpeLr37qa1hNtXHTR9MjgnXfdwR233g2ygvjdCWTnZHP3wdvIycqbs6yDh4cHjz32+JznLS8v529/+xuf//zniY1dfwsdVmrRREmW5a8ssr0dEDdDBau58447eejQAzz1k0/eJAwGA25u7ri4uPLWm2/zlWu+ZMUIl258fJzd8Tstcq6Y2Giam1oYGxubtybPclVX1RAeHsbmLZtnJUCnEsDTayRJksTkxIRZKo6fKiswOTlFS8sJhoeGCQoOmlVuYDX6xc+f55FDj1k7DGGJOrs66GjvZOOmDfz1L+9RWlhJX38vvj6+hIeHA/DTn/xsZn9ZlomPj+ejf3+MJC2tdEdRUREf/ONdxsbHKS4uFonSMojK3MKq5+7uzuWXfZ47br2H+IRdXP75y6g7Xk98fDyf+cxneO+993ji8aepO96It48njz/xyEw1Z1s1NjZusXN5e3vh7e3F4MAg6UcyTdb+40RLK2HhobS2ts07qhcVHYlWq6Wrs4vNW8JNct6FnH6OvJz8VZ0opf8vk9joHaJH2yr0ztt/5p577sZOrQCDkqeffmbB/Z944gn6B7tJ259KQ30DTU1NhIaGcuzYdIX3qKjZH3AMBgNHjhyhvr6eopJ8LrrkU9grnLn00kvN+bLWLKMmc5uDmMwtmENjYyN//vOf6e7p5rEfPoa9vT0AHR0deHp60tXVxSOP/gAHR3ue+dkTC06YtKbcnHyS9+6xyrlzsnPZm7LyJrhVldWEhIYsWtKgsaEJb28vi/aUA0yaFFqawWDg9pvv4fDLr1g7FGEFDAaDUe9BR48e5a233iImJobKqkqio6JRq9W8+NLzSAqJf/3j37P2/8pXvsw137iKxx75MRHbIggL2cyhQ4ds9v3OFqx41Zs5iERJsKZ33nmH6tpyjh2t47Y7b2b7DusPRw8MDFJZUYVKpSIiYgveVhrtqD16jG2RESs+TkFeIYlJc77vWJ3BYCAzI3vVJkp/evsvxETuZNeuXdYORbCw++8/SFDoJpydndgdv4uD9zzEe3/7YGaepizLfOmqK7GzV3HhBRdz/vnnExQUZOWobZ+5V70JwqrzhS98gaiaKKKiorjhe9cTGb2VlNS9REVvw8HBwSoxjQyPmH312WKam1oYHhkB4Pix42yN2LrsY01MTpoqLJNTKBTY29mh1WrnbPFh6zLTc/nqV75l7TAEKzh48H7eeOMNPnz/H5xo6uQPb709azGLJEm88/afrBjh2iNGlAQBGBgYoLS0lFd//SteOPzzmVt2lpKbm8+2bRFmr5e0mOysXIJDgmhsaCI2LgY3N9dll1bIyc5j567ts5rB2hpbHvWaT2VFNe0tPXz2s5+1diiCFcmyLHq0mdBCI0rihqUgAJ6enpx77rn85JmfcssNd9Hc1ALA4MAgBsPsjjxarY6KskomJ6dMdn4JyepJEoC7uxvOTs7s25+Kp6cH5eWVyz7W3pQkyssqTBid6U3a8KjXfP7x93+yf/9+a4chWJlIkixH3HoThNP4+/vzyiu/4vXXX6ei8jBDQ8OoVEo8vd1RSApcXJzp6uzl05d+hr/85RkOPfKASc6r0+lMcpyViomNnvl6akpDQMDy28GUFJeRlGydCenGcvfwsHYIS9ba0oHHKoxbEFYrkSgJwhns7e259tprZz12anXK+Pg4Tk5OAHz00Ucmm+Pi5ua64mOYmlptT3NTCx4eHtjbG/catRotfX39NDU1E7c9xswRrtxq+1De29NHQrxp270IgrAwcetNEIxwalntqSQJICgokMGBwRUfu6+vn+HhkRUfxxycnJyMqmDd2dlFSXEZg0NDbNjoT/LePTZf36e8rILx8Qnq61ZPx6WC/CJSU6074V8Q1hsxoiQIy9TR0bHiJfxdnd2o7FQz1altSWZGNikpySiUi3+ecnNzxcPD3WorBpeqrLSCHTvjrB3GkjU3t3DOvgusHYYgrCtiREkQluk73/kuN91wOzlZeYwMjy7rGL5+PiaOyjT0ej3RMVGLJknd3T3U1dWjtlevmiQJYMfOOPr7+qd7zq0il332Uh794aPWDkMQ1hWRKAnCMkVERPDSC4dR4sDddx5c1jEUCgVNjc0mjmzlSkvK8PLyXHQ/dzc3vL29UaqWV0LAmry8vQgJDbZ2GDOqqmo4WlNL1gLJW0DgJrRa0622FARhcSJREoQVUKvV7N+/n5tvupXrv3MzminNko+h0Sz9Oaak1+tJP5LJxMTEzGNKpXF35dUOasZGx8wVmtn19PRaOwROtLRy/Fgd0dGRREZtI3VfCn19/RytqZ1zfzs7tYUjFIT1TSRKgmACCQkJPP3UT7jlxjuZmjLuE//U1BQF+UX87a/v09vTZ+YI51dRXsX+A2k4OjpSUlJGTtZ0ocjTTU5OkZ2VS2/v2XG2trZaKlSTG7dykqfV6nBwdGBrxJZZdXG8vb2IjNrG8WN15GTnzTRJ1uv0eHl6WStcQViXRKIkCCbi5+fHl678MseP1c88VpBfxLXfvhGtdnadJIPBwG03303HiV7uuuMeHn/kKT7+7xGmljEitVLDw8MzX+/atYO9qUmztvf19XPphZejGZd54dlX+M2rbzA1NcXoySTDy2v1/OGuPXqMgvwiMjOyKS4qJc1MLWO0Gq1R+x0/dhxf3/nnqW2N2MLelCT0ej1FBcU0NDSyZcsWU4UpCIIRxKo3QTChhIQEHj70EN6+njz8g/v53Rtv8dijP+LuOx7g05ddSG9vHwMDA9RUHeX++x4gImK6+ewLL7zIK6+8wjNZP+OBh+61aMwei1QEHxsb5ytfvpqLL76Yiy++mIaGBp776WHs7OxoaKpj167tRGxbfk84SxkZHmHjxg0mafg7MTFJSXEpISHBuLi6UHe8jomJCSRJIig4CC8vT1pb21Cr1bS0tKBUKNHpdEgKieCQYFQqFT3dvbi4GFdCwc3NlfjE3fzujbcI2BCy4vgFQTCe6PUmCCam0+m46stXYG+v5rZb7yA5ORmA7OxsfHx8cHNzw9HREXd397Oem5OTw+FXXuIrX/0Sw8MjfOayS8web2FBMQmJu+fd3tvbxx9/91fuuuuus7bp9Xr+/ve/8+e//on77r+L0DDb/SOem5PPrt07UKtXPsenr7cfF1dnkxxrKf75938TuTWWyMhIi55XENa6hXq9iURJEMygp6cHR0dHXFxclvxcg8FARkYGzz//S37zu5eX3ZTWWGWl5ezYuX3e7d/6+nU8+eOnCQ6ef4WYXq/nscceIzhsI//598d4enrw8A/uR61Wo3awncnH42PjDA4OsSlg44qPlZebb/EWLW+9+TYXXfBpNm1afmsZQRDOtlCiJG69CYIZ+Pr6Lvu5CoWCAwcOEBQUxP33PsyTzzxuwsjO5rPAHBmAjRv90ev1C+6jVCo5dOgQxcXFXP6ZK+js7OTN1/+ERqOhsameoeEhomMiuevu22eqnFuDk7MTra3t6PUGlEYU0lyY5fufDA8Pz6oOLwiC+YlESRBsVHh4OAm7k6ipriUqepvZztPT3TNv81udTkdhYYnRid/u3dO38Ly8vIiOjp61raSkhDtvu5efP/f0ygJeoampSYaHh/FcZG7WYhaahG0uSoUSa90FEIT1Sqx6EwQbdtVVV/HoDx6nuKh00T+QGo2GkqJSrv32jTz/3EtG/UHV6/ULtmFRqVS8+puXePPNN5cc+5l27dpFSnIanR1dKz7WSkTHRFFVWYXBYJh5bGRklKzMHDLSs4w+TmBQIDqdbvEdTUlCJEqCYGEiURIEG2Zvb8/bf/gTlaW1FOQXzTyu1erQ6XRMTEzyja9ey333PMgt37uL7o5BfvPq61z8qc9w9+0PcNvN35/5w2owGHjx+cN855s30NHeCUzfMhseGkavm//WWlBwIBWV5SZ5PXv27OGvf/7bzPf9/QO897cPZ+1j7kRKqVSSti+V+rp6CguKyM8rRKVUkpq2l337U8nJyjXyOAqGh4YX39GEXFxcZhUGFQTB/MStN0GwcXZ2dnzzm9/ktttu5cj/Mjj3vAP88hcvErAxEHt7e55/7gV8fGbfBoqJieGXv3yew4cP09nRxcZNG/j5T57j4gs/w3XfuZFrr/8Oj/zwIZycnKisrGZoaBgPDw/+8NbbXPCp8+jq7MJerebCiy7A0dEBg2HhOUrGioyMpL6+nltvuhOd1kBiwh7Cw8O5+44HAHBydEaSJHz9Pbnp1htMcs75bI2Yu6TB3tRkCvIK2RW/E5Vq9lukwWBAoVAwNjZO64lWk5QaWAqVSrXofDFBEExLrHoThFVkeHiYkpISduzYgYeHx6L7j46OcsedtxO+OYSpST0/OPQDAMbHx/nLX/6CVqslLi6O+vp6hoeH+frXv055eTlDQ0O4ubmRmZlJZ2cH5557HpdcYrpSBacSjrloNBpuv+M2zjlvH5/93KdNds6lOlpTi5ub28wKueHhEdpa25BlmfDNYVZpAvzar3/LFz931YoWCwiCcDZRHkAQ1jG9Xs/AwMBZo0627tbbbuGpnz5m1RjSj2Sy/0Aag4NDHKs9zp6kOd9HLea5Z1/kxutvwdnZuEKVgiAYZ6FEScxREoQ1TqlUrrokCeCLX7iCF557eeZ7vV4/M3m6o70Tg8E0H/LKSysYHBgk40gmRYXFFBeVMjgwREZ6FnYqFdlZuTg7O1k9SQIYHRnB0dHR2mEIwroi5igJgmCTDhw4wD//+Y+Z23R333mQqUktnh6eBAYGUVJaxMuv/nJF52hsaGL7zjgA9h1Im7Vt3/5UxkbHUDuoz5qrZC0Gg0GsehMEC7ON335BEIQ57Nu3n+KiUhISd6NUqHj1V5+MMBUWFnLL9+7E0dEBpUrJOecdwMPDnaTkRKOP398/QFh46LzbnY3sxWYpWyO20tbWtmCVdEEQTEskSoIg2KxLLrmEb3/nW5SVlOPi7DprW0JCAgkJrwIwMjJCY2Mj3d3dbAvfzrsfvDNnkc6hwSEqKqqQZZmExN3EJ+yyyOswlajoSGpqakSiJAgWJBIlQRBsliRJHH75Ffr6+tiwYcO8+7m6urJ9+3S/um9+65v0dPcQsW3LTJ+80dFRXFxcqKioIm1fikViN4ewsBDysv7KRRddZO1QBGHdEJO5BUGwaXZ2dgsmSWd6+KGHqSg9ysUXXM7f3n2fozW1uLi4MDkxuaqTJJi+Fdjb22vtMARhXREjSoIgrCnNzc3ICh3//viDWY87OFq+7pGpSZLE4NCAtcMQhHVFjCgJgrCmZGRk8PkvfNbaYZjN3tREvvPdb/H222/T399v7XAEYc0TiZIgCGtKbl4OAYGbrB2G2Vz++ct47sWfErNjK7fefjPt7e3WDkkQ1jSRKAmCsKao7dWMjoxaOwyzUigUbN4SzuYt4djZ2Vk7HEFY08QcJUEQ1pS77vo+r778OxqbG1CplKgd7Lnmq18hOiZy1n6Tk5N84fKreO/DP9tMQckzdXf14OXthUqlnHP7/v2pHLz/Pl584SWRMAmCmdjmu4MgCMIyBQUFce+99858r9PpOHj/QaJjI7jyqi/MJEW//tXreHv5IJuoFYqpFOQXEhAQgJOTEzfdcAcuLs44ODigVCmoPVrLvz76YKahcOq+FAyyzOuvv853v/tdK0cuCGuTaIorCMKaJ8syxcXFPP3Mk6TtT6Grq5vPff4yfnX4N8TGxfCda79p7RDR6XRceuHnOP+8CwgPD6etrY3rrrsOLy+vmX2qqqp4+09vcfDBu2c99+tXf5e3//iOpUMWhDVjoaa4YkRJEIQ1T5Ik4uPj+cNbb9PV1cUPH/shgUGB/OwXTxv1/MnJKd568480NjZx1923Y9Ab8PTyWHFcw0PDuLm7odFo+d61t/K73765YNXtmJgYUtv28+SPnmF8fILOjm5cXV2IiY5ZcSyCIMxNjCgJgrDuNDQ08O77f+LGm6+fc3t1VQ2/fPZlXF1d0Rt0eLh58sUvXkFAQAC//e1vqa+vIyo2gmuv//ayzp/+v0z+/M57uLm6oZc1DA4O89ijj7Npk3Gr9To6OtDr9QQGBi7r/IIgzCZGlARBEE4TGhpKU2PzvNt/9swveeP13yJJ0lnb7rrrLgCOHDnCPXc8iJ1ayZVXfZEtWzfjYkQT3Ttvu4dLLvoML7803eBXo9Fgb2+/pPg3bty4pP0FQVg+UR5AEIR1R6FQYK9yYGpyatbjsizz2qtvcPFFl8yZJJ3uwIED/OIXz/Gjx55kqG+cZ5762aLnrT16jI62bi677LKZx5aaJAmCYFkiURIEYV26776D3HLjnQwNDXOipZWP/v0x37vuVgI3hXHNNdcYfRy1Ws1FF13EOfvO54H7Ds3aNjIySk117cz3WyO24uLmhMFgMNnrEATBvMQcJUEQ1q2hoSGe/cWzhIWGERsby/bt21Eq565ZZIx3332X2roqkpL2kJgUz43X3canLriIrKwMnF2d8PPzJTc3nz++9Y6oeyQINmShOUoiURIEQTChhoYGWltb+ec//8kVV1zB7t27Z7aNjo5iMBhwc3OzYoSCIJxJJEqCIAiCIAjzWChREnOUBEEQBEEQ5iESJUEQBEEQhHmIREkQBEEQBGEeIlESBEEQBEGYh0iUBEEQBEEQ5iESJUEQBEEQhHmIREkQBEEQBGEeIlESBEEQBEGYh0iUBEEQBEEQ5iESJUEQBEEQhHmIREkQBEEQBGEeIlESBEEQBEGYh0iUBEEQBEEQ5iESJUEQBEEQhHmIREkQBEEQBGEeIlESBEEQBEGYh0iUBEEQBEEQ5iESJUEQBEEQhHmIREkQBEEQBGEeIlESBEEQBEGYh0iUBEEQBEEQ5iESJUEQBEEQhHmIREkQBEEQBGEekizL1jmxJPUAY0CvVQIQ5uODuCa2SFwX2yOuiW0S18X2rIZrEiLLsu9cG6yWKAFIklQoy3KC1QIQziKuiW0S18X2iGtim8R1sT2r/ZqIW2+CIAiCIAjzEImSIAiCIAjCPKydKB228vmFs4lrYpvEdbE94prYJnFdbM+qviZWnaMkCIIgCIJgy6w9oiQIgiAIgmCzLJIoSZJ0sSRJtZIk1UmSdN8c29WSJP3x5PY8SZJCLRHXembENblTkqRqSZLKJUn6SJKkEGvEud4sdl1O2++LkiTJkiSt2pUkq4Ux10SSpC+d/H2pkiTp95aOcT0y4j0sWJKkjyVJKjn5PnapNeJcLyRJ+rUkSd2SJFXOs12SJOkXJ69XuSRJuy0d47LJsmzW/wAlUA+EA/ZAGRB9xj43Ai+d/PrLwB/NHdd6/s/Ia3Iu4HTy6++Ja2Ib1+Xkfq5AOpALJFg77rX8n5G/K1uBEsDz5Pd+1o57rf9n5HU5DHzv5NfRQJO1417L/wH7gd1A5TzbLwX+AUhAMpBn7ZiN/c8SI0p7gDpZlhtkWdYAfwAuP2Ofy4HXT379J+B8SZIkC8S2Xi16TWRZ/liW5fGT3+YCgRaOcT0y5ncF4IfAk8CkJYNbp4y5JtcCz8uyPAAgy3K3hWNcj4y5LjLgdvJrd6DdgvGtO7IspwP9C+xyOfCGPC0X8JAkaaNlolsZSyRKAcCJ075vPfnYnPvIsqwDhgBvC8S2XhlzTU73HaY/CQjmteh1OTlcHSTL8oeWDGwdM+Z3JQKIkCQpS5KkXEmSLrZYdOuXMdflB8BXJUlqBf4O3GKZ0IR5LPXvjs1QWTsAwbZJkvRVIAE4YO1Y1jtJkhTAT4FvWjkUYTYV07ffzmF65DVdkqQ4WZYHrRmUwFeA12RZ/okkSXuB30qSFCvLssHagQmriyVGlNqAoNO+Dzz52Jz7SJKkYnqYtM8Csa1XxlwTJEm6AHgA+Kwsy1MWim09W+y6uAKxwP8kSWpi+j7/e2JCt1kZ87vSCrwny7JWluVG4BjTiZNgPsZcl+8AbwPIspwDODDdc0ywDqP+7tgiSyRKBcBWSZLCJEmyZ3qy9ntn7PMe8I2TX18B/Fc+OftLMItFr4kkSbuAl5lOksScC8tY8LrIsjwky7KPLMuhsiyHMj137LOyLBdaJ9x1wZj3r3eZHk1CkiQfpm/FNVgwxvXImOvSApwPIElSFNOJUo9FoxRO9x7w9ZOr35KBIVmWO6wdlDHMfutNlmWdJEk3A/9ieqXCr2VZrpIk6VGgUJbl94BXmR4WrWN6MtiXzR3XembkNXkacAHeOTmvvkWW5c9aLeh1wMjrIliQkdfkX8CFkiRVA3rgblmWxYi4GRl5Xe4CXpEk6Q6mJ3Z/U3wANx9Jkt5i+gODz8l5YYcAOwBZll9iep7YpUAdMA58yzqRLp2ozC0IgiAIgjAPUZlbEARBEARhHiJREgRBEARBmIdIlARBEARBEOYhEiVBEARBEIR5iERJEARBEIRVabFmvHPsv+QG1mLVmyAIgiAIq5IkSfuBUab7yMUusu9WpouQnifL8oAkSX7G1AkUI0qCIAiCIKxKczXjlSRpsyRJ/5QkqUiSpAxJkiJPblpWA2uRKAmCIAiCsJYcBm6RZTke+D7wwsnHl9XAWjTFFQRBEARhTZAkyQVI4ZOuEgDqk/9fVgNrkSgJgiAIgrBWKIBBWZZ3zrGtFciTZVkLNEqSdKqBdcFiBxQEQRAEQVj1ZFkeZjoJuhLgZBPeHSc3v8syGliLREkQBEEQhFXpZDPeHGCbJEmtkiR9B7gG+I4kSWVAFXD5yd3/BfSdbGD9MUY2sBblAQRBEARBEOYhRpQEQRAEQRDmIRIlQRAEQRCEeYhESRAEQRAEYR4iURIEQRAEQZiHSJQEQRAEQRDmIRIlQRAEQRCEeYhESRAEQRAEYR4iURIEQRAEQZjH/wNVwS9yLwUgtQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n",
    "guerry_ds.plot(color='white', edgecolor='black', ax=ax)\n",
    "guerry_ds.plot(column='LJC_BV_Case2',\n",
    "             cmap='GnBu',\n",
    "             categorical=True,\n",
    "             legend=True, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(12,10), subplot_kw={'aspect':'equal'})\n",
    "guerry_ds.plot(color='white', edgecolor='black', ax=ax)\n",
    "guerry_ds.plot(column='LJC_BV_Case2_p_sim',\n",
    "               legend=True, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multivariate LJC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The last LJC to review is the multivariate LJC statistic. This is actually an extension of the bivariate LJC case 2. Rather than considering two variables $x$ and $z$, the multivariate statistic consdiers $m$ variables at each location $i$. All $m$ variables must then meet the co-location criterion of equalling 1. Formally:\n",
    "\n",
    "$$ CLC_i = \\Pi^m_{h=1} x_{hi} \\sum_j w_{ij} \\Pi^m_{h=1} x_{hj} $$\n",
    "\n",
    "Anselin and Li state clearly in multiple sources that although the multivariate LJC statistic is a straightforward extension of the bivariate LJC case 2, its substantive meaning is less straightforward. In their own words:\n",
    "\n",
    "> The extension to multiple binary variables is mathematically straightforward, although maybe conceptually less so. While different combinations are possible, the most practical use case would be one where the interest focuses on the co-location of multiple variables coinciding with co-location for the neighbors. Again, we can refer to this as a co-location cluster. An example would be where binary variables were\n",
    "constructed from continuous-valued measures for those locations where the observations fall in a pre-specified range, such as the upper decile. The co-location cluster would indicate where such coincidences occur with neighbors that have similar coincidences. However, as the number of variables considered increases, we run into the “curse of dimensionality,” and results would be less meaningful, in the sense that such coincidences would likely be increasingly rare and thus always be indicated as “significant.” *Anselin and Li, 2019, Section 3.3, Page 198*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We demonstrate this problem by extending the example from the bivariate LJC case 2. We add a third variable that counts the number of suicides in an area (`Suicids`). The substnative quesiton of interest is now seeking areas that are in the highest Quantile for the number of births out of wedlock, the number of donations to the poor, and the number of suicides. We reload the Guerry dataset and create the variables:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "guerry = libpysal.examples.load_example('Guerry')\n",
    "guerry_ds = gpd.read_file(guerry.get_path('guerry.shp'))\n",
    "guerry_ds['infq5'] = 0\n",
    "guerry_ds['donq5'] = 0\n",
    "guerry_ds['suic5'] = 0\n",
    "guerry_ds.loc[(guerry_ds['Infants'] > 23574), 'infq5'] = 1\n",
    "guerry_ds.loc[(guerry_ds['Donatns'] > 10973), 'donq5'] = 1\n",
    "guerry_ds.loc[(guerry_ds['Suicids'] > 55564), 'suic5'] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And agian create the Queen contiguity spatial weights object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = libpysal.weights.Queen.from_dataframe(guerry_ds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now load in the `Local_Join_Count_MV` function and apply it to all three variables:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from esda.join_counts_local_mv import Join_Counts_Local_MV\n",
    "LJC_MV = Join_Counts_Local_MV(connectivity=w).fit([guerry_ds['infq5'], guerry_ds['donq5'], guerry_ds['suic5']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before proceeding to mapping, it is worthwhile to check if there are **any** areas that meet the criterion described above. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LJC_MV.LJC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because there are no areas that meet the criteria, no areas will have a significance value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LJC_MV.p_sim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nevertheless, it is important to recognize tht such a finding **may still be important as a 'null' result!** "
   ]
  }
 ],
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